{
  "version": 2,
  "slug": "ai-visibility-tools",
  "category": "AI visibility and AI search monitoring tools",
  "month": "2026-10",
  "checkedAt": "2026-10-09T01:25:09.677Z",
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      "text": "1. **LangSmith** — https://www.langchain.com/langsmith  \n   Tracks full prompt/response traces, runs automated evaluations (LLM-as-judge) and lets you search for recommendations in logged conversations. ([langchain.com](https://www.langchain.com/langsmith-platform?utm_source=openai))\n\n2. **PromptLayer** — https://www.promptlayer.com  \n   Versioned prompt logging + request/response observability so you can query past ChatGPT outputs to see whether it recommended your product. ([promptlayer.com](https://www.promptlayer.com/observability/?utm_source=openai))\n\n3. **Fiddler AI (LLM Observability)** — https://www.fiddler.ai  \n   Enterprise LLM observability that scores outputs for quality/safety and lets you monitor and search production responses for endorsement/recommendation signals. ([fiddler.ai](https://www.fiddler.ai/llmops?utm_source=openai))\n\n4. **Helicone** — https://www.helicone.ai  \n   Lightweight telemetry and analytics for OpenAI requests — capture ChatGPT responses and filter/aggregate to detect product mentions or recommendations.\n\n5. **Langfuse** — https://www.langfuse.com  \n   LLM run-logging and comparison tool that stores inputs/outputs so you can search which runs recommended a given product and compare models/versions.\n\n6. **Weights & Biases (W&B) — LLM/AI Monitoring** — https://www.wandb.ai  \n   Experiment and production logging that can record prompt/response pairs and run custom checks/metrics to detect recommendation events.\n\n7. **Datadog (with LLM tracing / logs)** — https://www.datadoghq.com  \n   Use as a centralized logging/alerting sink for ChatGPT/OpenAI responses; create queries/alerts when outputs include positive recommendations of your product.\n\nQuick note: all of these work by capturing the prompts and model outputs (logs/traces) and letting you search, run automated evaluations, or attach classifiers to flag when an output endorses or recommends your product. If you want, I can: (A) pick the best 2–3 for a small business vs. enterprise, or (B) give search patterns and example queries you can run in one of these tools to find “recommendations” for your product. Which would you like?",
      "brands": [
        {
          "name": "LangSmith",
          "domain": "langchain.com"
        },
        {
          "name": "PromptLayer",
          "domain": "promptlayer.com"
        },
        {
          "name": "Fiddler AI",
          "domain": "fiddler.ai"
        },
        {
          "name": "Helicone",
          "domain": "helicone.ai"
        },
        {
          "name": "Langfuse",
          "domain": "langfuse.com"
        },
        {
          "name": "Weights & Biases",
          "domain": "wandb.ai"
        },
        {
          "name": "Datadog",
          "domain": "datadoghq.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.langchain.com/langsmith-platform?utm_source=openai",
          "domain": "langchain.com",
          "title": "LangSmith: AI Agent & LLM Observability and Evals Platform"
        },
        {
          "url": "https://www.promptlayer.com/observability/?utm_source=openai",
          "domain": "promptlayer.com",
          "title": "LLM Observability Platform & Tracing | PromptLayer"
        },
        {
          "url": "https://www.fiddler.ai/llmops?utm_source=openai",
          "domain": "fiddler.ai",
          "title": "LLM Observability | Fiddler AI"
        }
      ],
      "searchQueries": [
        "PromptLayer monitor OpenAI ChatGPT logs PromptLayer website",
        "LangSmith monitor LLM outputs LangSmith website",
        "Fiddler AI model monitoring for LLM outputs Fiddler AI website",
        "PromptOps tools to track model recommendations 'monitor LLM outputs' 'recommendations'"
      ]
    },
    {
      "prompt": 1,
      "engine": "OPENAI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:28.095Z",
      "text": "1. **PromptLayer** — https://promptlayer.app/  \n   Tracks and versions prompts, logs every LLM call and outputs for observability and regression testing so you can see when/why a model recommends (or doesn’t) your product. ([promptlayer.app](https://promptlayer.app/?utm_source=openai))\n\n2. **LangSmith (LangChain Labs)** — https://smith.langchain.com/  \n   End-to-end trace and eval platform for chains/agents (records inputs, tool calls and final outputs) useful for auditing whether an LLM recommended a product. ([reddit.com](https://www.reddit.com/r/LangChain/comments/1nl8re1/youre_probably_underusing_langsmith_heres_how_to/?utm_source=openai))\n\n3. **Botium / Cyara Botium** — https://botium-docs.readthedocs.io/ (product pages via Cyara)  \n   Conversational testing/monitoring suite that automates queries and asserts expected bot responses — use it to run repeated prompts that check whether ChatGPT-style agents mention or recommend your product. ([botium-docs.readthedocs.io](https://botium-docs.readthedocs.io/en/latest/02_introduction/01_introduction.html?utm_source=openai))\n\n4. **Rasa X** — https://rasa.com/docs/rasa-x/  \n   Assistant testing and evaluation tooling that captures conversations and lets you create regression tests to verify whether responses include product recommendations. ([legacy-docs-rasa-x.rasa.com](https://legacy-docs-rasa-x.rasa.com/docs/rasa-x/user-guide/test-assistant/?utm_source=openai))\n\n5. **Langfuse** — https://langfuse.io/ (see vendor pages & community reviews)  \n   Observability / evals for LLM apps (request logging, metrics and evals) so you can detect and analyze when models recommend specific products. ([reddit.com](https://www.reddit.com/r/AIQuality/comments/1wkucwu/we_evaluated_every_serious_langsmith_alternative/?utm_source=openai))\n\n6. **PromptWatch (community / brand-monitoring tools for LLMs)** — (vendor varies; discussed by practitioners)  \n   Emerging brand-monitoring offerings (called things like “PromptWatch” in community threads) that scrape front-end LLM answers (ChatGPT, Perplexity, Gemini) and report when your brand/product appears in model outputs. Good if you want cross-model visibility. ([reddit.com](https://www.reddit.com/r/LLMVisibility/comments/1mo824x/anyone_using_tools_to_track_whether_your_brand/?utm_source=openai))\n\nNotes: these tools take two different approaches — (A) observability/testing platforms (PromptLayer, LangSmith, Langfuse, Botium, Rasa X) that log and let you run repeatable prompts against models you control or integrate with, and (B) brand/visibility monitors (community tools like PromptWatch) that try to detect mentions in public-facing LLM outputs. If you want, I can quickly rank these by suitability for (a) testing your own integrated assistant, or (b) monitoring public ChatGPT/other-model outputs for mentions of your product.",
      "brands": [
        {
          "name": "PromptLayer",
          "domain": "promptlayer.app"
        },
        {
          "name": "LangSmith",
          "domain": "smith.langchain.com"
        },
        {
          "name": "Botium",
          "domain": "botium-docs.readthedocs.io"
        },
        {
          "name": "Rasa X",
          "domain": "rasa.com"
        },
        {
          "name": "Langfuse",
          "domain": "langfuse.io"
        },
        {
          "name": "PromptWatch"
        }
      ],
      "sources": [
        {
          "url": "https://promptlayer.app/?utm_source=openai",
          "domain": "promptlayer.app",
          "title": "PromptLayer - Token Economics & Observability for LLM apps"
        },
        {
          "url": "https://www.reddit.com/r/LangChain/comments/1nl8re1/youre_probably_underusing_langsmith_heres_how_to/?utm_source=openai",
          "domain": "reddit.com",
          "title": "You’re Probably Underusing LangSmith, Here's How to Unlock Its Full Power"
        },
        {
          "url": "https://botium-docs.readthedocs.io/en/latest/02_introduction/01_introduction.html?utm_source=openai",
          "domain": "botium-docs.readthedocs.io",
          "title": "What is Botium — Botium documentation"
        },
        {
          "url": "https://legacy-docs-rasa-x.rasa.com/docs/rasa-x/user-guide/test-assistant/?utm_source=openai",
          "domain": "legacy-docs-rasa-x.rasa.com",
          "title": "Test Your Assistant"
        },
        {
          "url": "https://www.reddit.com/r/AIQuality/comments/1wkucwu/we_evaluated_every_serious_langsmith_alternative/?utm_source=openai",
          "domain": "reddit.com",
          "title": "we evaluated every serious langsmith alternative over two months. honest breakdown"
        },
        {
          "url": "https://www.reddit.com/r/LLMVisibility/comments/1mo824x/anyone_using_tools_to_track_whether_your_brand/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Anyone using tools to track whether your brand shows up in ChatGPT/AI answers?"
        }
      ],
      "searchQueries": [
        "PromptLayer ChatGPT monitoring tool PromptLayer website",
        "LangSmith chatbot testing tool LangSmith website",
        "Botium chatbot testing Botium website",
        "Rasa X testing assistant Rasa X website",
        "TestMyBot chatbot testing tool",
        "tools to monitor AI model outputs mention product 'monitor chatgpt responses' 'detect mentions'"
      ]
    },
    {
      "prompt": 1,
      "engine": "OPENAI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:14.492Z",
      "text": "1. **Siftly** — https://www.siftly.ai — Tracks ChatGPT visibility, mention rate, position and sentiment for your brand across buyer prompts. ([siftly.ai](https://www.siftly.ai/features/chatgpt-visibility?utm_source=openai))\n\n2. **Pointerflow — ChatGPT Product Checker** — https://www.pointerflow.com/tools/chatgpt-product-checker — Free product-level checker that runs prompts to see if ChatGPT recommends your product. ([pointerflow.com](https://www.pointerflow.com/tools/chatgpt-product-checker?utm_source=openai))\n\n3. **KotoPost** — https://kotopost.com — Quick AI-visibility checker that shows whether ChatGPT, Claude and Perplexity recommend your product. ([kotopost.com](https://kotopost.com/?utm_source=openai))\n\n4. **BotScope (Product Tracking)** — https://www.botscope.ai — Monitors which models and product-level recommendations mention your product and the AI shopping carousel choices. ([botscope.ai](https://www.botscope.ai/blog/introducing-product-tracking?utm_source=openai))\n\n5. **SearchPrism / AI Visibility** — https://searchprism.io/ai-visibility — Scheduled prompts to ChatGPT and other assistants, storing full responses, citations and context for brand-mention tracking. ([searchprism.io](https://searchprism.io/ai-visibility?utm_source=openai))\n\n6. **Linksii — ChatGPT Brand Tracking** — https://www.linksii.com/chatgpt-brand-tracking — Parses ChatGPT replies to extract brand mentions, sentiment, positioning and source citations. ([linksii.com](https://www.linksii.com/chatgpt-brand-tracking?utm_source=openai))\n\n7. **Ground Truth** — (tool) — Checks how ChatGPT, Google and Perplexity answer about a product/URL and shows fact-by-fact agreement with your pages. ([groundtruth-web.duckdns.org](https://groundtruth-web.duckdns.org/?utm_source=openai))\n\n8. **Trustable / ChatGPT Shopping (Trustable Labs)** — https://www.trustablelabs.com/chatgpt-shopping — Provides an AI-visibility score (0–100) showing how often ChatGPT recommends your products and where clicks go. ([trustablelabs.com](https://www.trustablelabs.com/chatgpt-shopping?utm_source=openai))\n\n9. **WhatAIbuys** — https://whataibuys.com — Research and tools showing how AI assistants decide recommendations and a checklist to improve visibility for stores. ([whataibuys.com](https://whataibuys.com/?utm_source=openai))\n\n10. **Beamtrace (comparison / reviews)** — https://beamtrace.com — Market comparison and ongoing reviews of the best tools to monitor ChatGPT mentions and recommendation context. ([beamtrace.com](https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai))\n\nNotes you should know (brief): these tools work by running repeatable buyer-intent prompts against ChatGPT and other assistants, storing full answers, extracting brand mentions, and scoring visibility — no tool can guarantee placement, only measure whether and how often an AI recommends your product. ([screpy.com](https://screpy.com/blog/how-do-you-monitor-brand-mentions-in-chatgpt/?utm_source=openai))",
      "brands": [
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "Pointerflow",
          "domain": "pointerflow.com"
        },
        {
          "name": "KotoPost",
          "domain": "kotopost.com"
        },
        {
          "name": "BotScope",
          "domain": "botscope.ai"
        },
        {
          "name": "SearchPrism",
          "domain": "searchprism.io"
        },
        {
          "name": "Linksii",
          "domain": "linksii.com"
        },
        {
          "name": "Ground Truth",
          "domain": "groundtruth-web.duckdns.org"
        },
        {
          "name": "Trustable",
          "domain": "trustablelabs.com"
        },
        {
          "name": "WhatAIbuys",
          "domain": "whataibuys.com"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.siftly.ai/features/chatgpt-visibility?utm_source=openai",
          "domain": "siftly.ai",
          "title": "ChatGPT Visibility Tracker: Track Brand Mentions | Siftly"
        },
        {
          "url": "https://www.pointerflow.com/tools/chatgpt-product-checker?utm_source=openai",
          "domain": "pointerflow.com",
          "title": "ChatGPT product visibility checker — Free Tool | Pointerflow"
        },
        {
          "url": "https://kotopost.com/?utm_source=openai",
          "domain": "kotopost.com",
          "title": "kotopost — When buyers ask AI, get picked"
        },
        {
          "url": "https://www.botscope.ai/blog/introducing-product-tracking?utm_source=openai",
          "domain": "botscope.ai",
          "title": "Product-level AI visibility: track which models AI recommends — BotScope"
        },
        {
          "url": "https://searchprism.io/ai-visibility?utm_source=openai",
          "domain": "searchprism.io",
          "title": "AI visibility tool: monitor brand mentions in ChatGPT"
        },
        {
          "url": "https://www.linksii.com/chatgpt-brand-tracking?utm_source=openai",
          "domain": "linksii.com",
          "title": "ChatGPT Brand Tracking — Monitor Your Brand in ChatGPT Responses | Linksii | Linksii"
        },
        {
          "url": "https://groundtruth-web.duckdns.org/?utm_source=openai",
          "domain": "groundtruth-web.duckdns.org",
          "title": "Ground Truth — canonical fact checking for the AI era"
        },
        {
          "url": "https://www.trustablelabs.com/chatgpt-shopping?utm_source=openai",
          "domain": "trustablelabs.com",
          "title": "ChatGPT Shopping | Trustable"
        },
        {
          "url": "https://whataibuys.com/?utm_source=openai",
          "domain": "whataibuys.com",
          "title": "What AI Buys — Research on how AI search decides what to recommend — and how stores get chosen."
        },
        {
          "url": "https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai",
          "domain": "beamtrace.com",
          "title": "Best Tools for Monitoring ChatGPT Mentions in 2026 — Beamtrace"
        },
        {
          "url": "https://screpy.com/blog/how-do-you-monitor-brand-mentions-in-chatgpt/?utm_source=openai",
          "domain": "screpy.com",
          "title": "How Do You Monitor Brand Mentions in ChatGPT? - Screpy"
        }
      ],
      "searchQueries": [
        "tools to detect if ChatGPT recommends a product",
        "monitor ChatGPT responses for brand mentions or recommendations",
        "API to test ChatGPT responses for product recommendation monitoring",
        "platforms that monitor AI assistants outputs for compliance brand safety 'ChatGPT' 'brand monitoring' 'assistant monitoring'"
      ]
    },
    {
      "prompt": 1,
      "engine": "ANTHROPIC",
      "run": 1,
      "askedAt": "2026-10-09T01:22:34.392Z",
      "text": "I'll search for tools that help you check if ChatGPT recommends your product.\nBased on current tools available, here are the best options to check if ChatGPT recommends your product:\n\n1. **Ryze AI**, https://get-ryze.ai — \nMonitors how often ChatGPT recommends your products, tracks your brand mentions across all major LLMs including ChatGPT, Claude, Gemini and Perplexity, and implements content and structured-data fixes to increase your AI recommendation rate\n.\n\n2. **Brand Armor AI**, https://www.brandarmor.ai — \nPurpose-built for tracking how often ChatGPT recommends your products, runs your prompt library continuously covering branded, non-branded commercial, comparison, and feature queries, and surfaces not just whether you appear, but whether ChatGPT is describing you accurately\n.\n\n3. **OmniSEO**, https://omniseo.ai — \nTracks your brand across ChatGPT, Perplexity, Gemini, Copilot, AI Overviews, Meta AI, and Grok in a single dashboard, running full prompt sweeps on daily or weekly cadence\n.\n\n4. **Anchor**, https://anchor.polis.ink — \nScans your brand across five major AI models — ChatGPT, Claude, Gemini, DeepSeek, and Kimi — using real-time queries, providing a comprehensive visibility score based on how consistently your brand appears across models and query types\n.\n\n5. **Profound**, https://profound.ai — \nOffers automated daily mention monitoring for AI visibility tracking\n.\n\n6. **Solkendo**, https://solkendo.com — \nChecks whether AI shopping assistants (ChatGPT, Perplexity, Google AI) can actually read and recommend your store by analyzing product schema, machine-readable prices, AI crawler access, and more\n.",
      "brands": [
        {
          "name": "Ryze AI",
          "domain": "get-ryze.ai"
        },
        {
          "name": "Brand Armor AI",
          "domain": "brandarmor.ai"
        },
        {
          "name": "OmniSEO",
          "domain": "omniseo.ai"
        },
        {
          "name": "Anchor",
          "domain": "anchor.polis.ink"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Solkendo",
          "domain": "solkendo.com"
        }
      ],
      "sources": [
        {
          "url": "https://community.shopify.com/t/feedback-wanted-my-free-tool-that-checks-if-chatgpt-ai-can-find-your-store/653762",
          "domain": "community.shopify.com",
          "title": "Feedback wanted: my free tool that checks if ChatGPT & AI can find your store"
        },
        {
          "url": "https://www.stork.ai/blog/does-chatgpt-recommend-your-product",
          "domain": "stork.ai",
          "title": "Does ChatGPT Recommend Your Product? How to Check"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://www.get-ryze.ai/blog/how-to-test-whether-chatgpt-recommends-your-product",
          "domain": "get-ryze.ai",
          "title": "How to Test If ChatGPT Recommends Your Product"
        },
        {
          "url": "https://sellwithmarketing.com/blog/does-ai-recommend-your-company/",
          "domain": "sellwithmarketing.com",
          "title": "Does ChatGPT Recommend Your Company? How to Check (2026)"
        },
        {
          "url": "https://anchor.polis.ink/blog/does-chatgpt-recommend-my-product",
          "domain": "anchor.polis.ink",
          "title": "Does ChatGPT Recommend My Product? Here's How to Find Out"
        },
        {
          "url": "https://www.practicalecommerce.com/get-your-products-on-chatgpt-shopping",
          "domain": "practicalecommerce.com",
          "title": "Platforms & Apps"
        },
        {
          "url": "https://raquelhunter.substack.com/p/chatgpt-just-launched-shopping-recommendations",
          "domain": "raquelhunter.substack.com",
          "title": "chatgpt just launched shopping recommendations"
        },
        {
          "url": "https://www.semrush.com/blog/chatgpt-searches-google-shopping/",
          "domain": "semrush.com",
          "title": "ai toolkit icon"
        }
      ],
      "searchQueries": [
        "tools check if ChatGPT recommends product",
        "ChatGPT product recommendation monitoring tools"
      ]
    },
    {
      "prompt": 1,
      "engine": "ANTHROPIC",
      "run": 2,
      "askedAt": "2026-10-09T01:23:21.347Z",
      "text": "I'll search for tools that can help you track whether ChatGPT recommends your product.\nBased on current tracking tools, here are the top options to monitor whether ChatGPT recommends your product:\n\n1. **Ryze AI**, https://get-ryze.ai — \nMonitors how often ChatGPT recommends your products and tracks brand mentions across all major LLMs\n; highly rated at 4.9/5.\n\n2. **KIME**, https://kime.ai — \nOffers real-time ChatGPT tracking alongside 8 other major AI engines with a dedicated Action Centre for optimization\n; starting at €99/month.\n\n3. **LLM Pulse**, https://llmpulse.ai — \nTeams can inspect AI responses individually and see mention position, brand sentiment, and other brands appearing in the same answer\n; starting at €49/month.\n\n4. **HubSpot AEO**, https://www.hubspot.com/products/marketing/aeo — \nGives teams a single dashboard to track visibility across ChatGPT and other answer engines like Gemini and Perplexity\n; included in Marketing Hub.\n\n5. **Peec AI**, https://peec.ai — \nTracks prompt, actual chat, position, sentiment, competitors, and sources with easy access to underlying AI conversations\n; $80/month.\n\n6. **Profound**, https://profound.ai — \nAn enterprise AI search visibility platform that tracks how often and how your brand appears across major answer engines, including citations, sentiment, and share of voice\n.\n\n7. **Orchly**, https://orchly.ai — \nMonitors product visibility, rankings, recommendations, attributes, and merchant performance in ChatGPT shopping queries\n.",
      "brands": [
        {
          "name": "Ryze AI",
          "domain": "get-ryze.ai"
        },
        {
          "name": "KIME",
          "domain": "kime.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "HubSpot AEO",
          "domain": "hubspot.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Orchly",
          "domain": "orchly.ai"
        }
      ],
      "sources": [
        {
          "url": "https://elfsight.com/blog/best-tools-for-monitoring-chatgpt-mentions/",
          "domain": "elfsight.com",
          "title": "Best Tools for Monitoring ChatGPT Mentions Compared"
        },
        {
          "url": "https://blog.hubspot.com/marketing/chatgpt-product-recommendations",
          "domain": "blog.hubspot.com",
          "title": "ChatGPT Product Recommendations: How to Make Sure You Are One in 2026"
        },
        {
          "url": "https://llmpulse.ai/blog/best-chatgpt-tracking-tools/",
          "domain": "llmpulse.ai",
          "title": "15 Best ChatGPT Tracking Tools in 2026 - LLM Pulse"
        },
        {
          "url": "https://orchly.ai/features/shopping-visibility-tracker/",
          "domain": "orchly.ai",
          "title": "ChatGPT Shopping Tracker: Product Visibility & Rankings"
        },
        {
          "url": "https://www.workduo.ai/blog/best-tools-to-monitor-chatgpt-brand-mentions",
          "domain": "workduo.ai",
          "title": "7 Best Tools to Monitor ChatGPT Brand Mentions in 2026"
        },
        {
          "url": "https://www.finseo.ai/ai-visibility-tracking/chatgpt",
          "domain": "finseo.ai",
          "title": "ChatGPT Visibility Tracker"
        },
        {
          "url": "https://kime.ai/blog/best-chatgpt-rank-tracking-tools",
          "domain": "kime.ai",
          "title": "Best ChatGPT rank tracking tools in 2026: top 8 software"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://trykelsey.com/best-tools-to-track-chatgpt-mentions",
          "domain": "trykelsey.com",
          "title": "Best Tools to Track ChatGPT Mentions (2026)"
        }
      ],
      "searchQueries": [
        "tools monitor ChatGPT product recommendations",
        "ChatGPT recommendation tracking software"
      ]
    },
    {
      "prompt": 1,
      "engine": "ANTHROPIC",
      "run": 3,
      "askedAt": "2026-10-09T01:24:15.384Z",
      "text": "I'll search for tools that can help you track whether ChatGPT recommends your product.\nBased on current tools available, here are the top options to track whether ChatGPT recommends your product:\n\n1. **\nKIME\n** - https://kime.ai\n   \nReal-time ChatGPT tracking alongside 8 other major AI engines with optimization recommendations from €99/month\n.\n\n2. **\nBrand Armor AI\n** - https://brandarmor.ai\n   \nRuns your prompt library continuously covering branded, non-branded commercial, comparison, and feature queries to surface whether you appear and whether ChatGPT describes you accurately\n.\n\n3. **\nLLM Pulse ChatGPT Shopping\n** - https://llmpulse.ai\n   \nCaptures every product ChatGPT recommends, including title, price, rating, merchant, domain, and image\n.\n\n4. **\nProfound\n** - https://profound.ai\n   \nEnterprise answer-engine intelligence for AI visibility\n.\n\n5. **\nSEOcrawl AI\n** - https://seocrawl.ai\n   \nDelivers automated weekly reports showing your ChatGPT mention rate, sentiment breakdown, citation source analysis, and competitor positioning\n.\n\n6. **\nRyze AI\n** - https://get-ryze.ai\n   \nMonitors how often ChatGPT recommends your products and tracks brand mentions across all major LLMs including ChatGPT, Claude, Gemini and Perplexity\n.",
      "brands": [
        {
          "name": "KIME",
          "domain": "kime.ai"
        },
        {
          "name": "Brand Armor AI",
          "domain": "brandarmor.ai"
        },
        {
          "name": "LLM Pulse ChatGPT Shopping",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "SEOcrawl AI",
          "domain": "seocrawl.ai"
        },
        {
          "name": "Ryze AI",
          "domain": "get-ryze.ai"
        }
      ],
      "sources": [
        {
          "url": "https://blog.hubspot.com/marketing/chatgpt-product-recommendations",
          "domain": "blog.hubspot.com",
          "title": "ChatGPT Product Recommendations: How to Make Sure You Are One in 2026"
        },
        {
          "url": "https://llmpulse.ai/features/chatgpt-shopping",
          "domain": "llmpulse.ai",
          "title": "ChatGPT Shopping: Track Products in ChatGPT's Answers"
        },
        {
          "url": "https://kime.ai/blog/best-chatgpt-rank-tracking-tools",
          "domain": "kime.ai",
          "title": "Best ChatGPT rank tracking tools in 2026: top 8 software"
        },
        {
          "url": "https://dageno.ai/blog/best-tools-track-brand-mentions-chatgpt",
          "domain": "dageno.ai",
          "title": "Best Tools to Track ChatGPT Brand Mentions"
        },
        {
          "url": "https://siftly.ai/blog/track-competitors-chatgpt-shopping-recommendations",
          "domain": "siftly.ai",
          "title": "How to Track Competitors in ChatGPT Shopping Recommendations"
        },
        {
          "url": "https://orchly.ai/features/shopping-visibility-tracker/",
          "domain": "orchly.ai",
          "title": "ChatGPT Shopping Tracker: Product Visibility & Rankings"
        },
        {
          "url": "https://www.finseo.ai/ai-visibility-tracking/chatgpt",
          "domain": "finseo.ai",
          "title": "ChatGPT Visibility Tracker"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://greaterthanservices.com/blog/track-ai-product-recommendations",
          "domain": "greaterthanservices.com",
          "title": "Track AI Product Recommendations"
        }
      ],
      "searchQueries": [
        "tools track ChatGPT product recommendations",
        "monitor if ChatGPT recommends your product"
      ]
    },
    {
      "prompt": 1,
      "engine": "PERPLEXITY",
      "run": 1,
      "askedAt": "2026-10-09T01:22:28.607Z",
      "text": "1. **Ryze AI** — ryze.ai — Best overall for tracking ChatGPT recommendations, competitor visibility, and recurring prompt-based reports across major AI assistants.[2]\n\n2. **Brand24** — brand24.com — Monitors brand mentions across AI platforms and the wider web, with real-time alerts and reporting.[2]\n\n3. **HubSpot AEO** — hubspot.com — Tracks prompt-level visibility, competitor share of voice, and how answer engines interpret your brand.[5]\n\n4. **Ahrefs Brand Radar** — ahrefs.com — Measures AI mentions, citations, impressions, and share of voice across ChatGPT and other AI search platforms.[6]\n\n5. **Otterly.AI** — otterly.ai — Provides automated monitoring of brand mentions, cited websites, and share of voice across ChatGPT, Gemini, Perplexity, and more.[6]\n\n6. **Profound** — profound.ai — Tracks product appearances and rankings in ChatGPT Shopping and other AI-generated shopping results.[1]\n\n7. **Nexscope AI Product Visibility Tool** — nexscope.ai — Checks product mentions, recommendation position, competitor results, and cited sources across ChatGPT, Claude, Gemini, and DeepSeek.[3]\n\n8. **Searchable ChatGPT Product Visibility Report** — searchable.com — Shows how ChatGPT describes your product, compares it with competitors, and assigns a visibility score.[4]\n\n9. **RankX AI** — rankxai.com — Measures product-card placement, price, merchant, and competitor products in ChatGPT Shopping and Google AI Mode.[8]\n\n10. **Arobis AI Visibility Checker** — arobis.ai — Runs buyer-intent prompts and reports your mention rate, position, competing recommendations, and cited sources.[7]",
      "brands": [
        {
          "name": "Ryze AI",
          "domain": "ryze.ai"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        },
        {
          "name": "HubSpot AEO",
          "domain": "hubspot.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Nexscope AI Product Visibility Tool",
          "domain": "nexscope.ai"
        },
        {
          "name": "Searchable ChatGPT Product Visibility Report",
          "domain": "searchable.com"
        },
        {
          "name": "RankX AI",
          "domain": "rankxai.com"
        },
        {
          "name": "Arobis AI Visibility Checker",
          "domain": "arobis.ai"
        }
      ],
      "sources": [
        {
          "url": "https://greaterthanservices.com/blog/track-ai-product-recommendations",
          "domain": "greaterthanservices.com",
          "title": "Track AI Product Recommendations | Greater Than Services"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://www.nexscope.ai/blog/how-to-get-product-recommended-in-chatgpt-shopping",
          "domain": "nexscope.ai",
          "title": "How to Get Your Product Recommended in ChatGPT Shopping"
        },
        {
          "url": "https://www.searchable.com/chatgpt-product-visibility-report",
          "domain": "searchable.com",
          "title": "ChatGPT Product Visibility Checker | Free AI Shopping Tool"
        },
        {
          "url": "https://blog.hubspot.com/marketing/chatgpt-product-recommendations",
          "domain": "blog.hubspot.com",
          "title": "ChatGPT Product Recommendations: How to Make Sure ..."
        },
        {
          "url": "https://ecommercegermany.com/blog/7-tools-that-show-e-commerce-brands-how-ai-recommends-their-products/",
          "domain": "ecommercegermany.com",
          "title": "7 Tools That Show E-Commerce Brands How AI Recommends Their ..."
        },
        {
          "url": "https://arobis.ai/blog/how-to-check-if-ai-recommends-your-brand",
          "domain": "arobis.ai",
          "title": "arobis.ai · blog · how-to-check-if-ai-recommendsHow to Check If AI Recommends Your Brand for Free"
        },
        {
          "url": "https://rankxai.com/features/ai-shopping",
          "domain": "rankxai.com",
          "title": "AI Shopping Visibility Tool: ChatGPT and AI Mode - RankX AI"
        },
        {
          "url": "https://foglift.io/blog/track-chatgpt-recommendations",
          "domain": "foglift.io",
          "title": "How to Track If ChatGPT Recommends Your Business - Foglift"
        },
        {
          "url": "https://ecommercefastlane.com/ai-visibility-tools-ecommerce-track-chatgpt-brand-mentions/",
          "domain": "ecommercefastlane.com",
          "title": "AI Visibility Tools For Ecommerce: How To Track (and Improve) ..."
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 1,
      "engine": "PERPLEXITY",
      "run": 2,
      "askedAt": "2026-10-09T01:23:21.440Z",
      "text": "1. **Ryze AI** — ryze.ai — Best overall for automated ChatGPT recommendation tracking, competitor benchmarking, and monitoring across major AI assistants.[2]\n\n2. **Profound** — profound.ai — Strong choice for tracking product visibility in ChatGPT Shopping and other AI shopping experiences.[1]\n\n3. **Nexscope AI Product Visibility Tool** — nexscope.ai — Checks product mentions, recommendation rank, competitors, citations, and buyer-question coverage across several AI systems.[3]\n\n4. **HubSpot AEO** — hubspot.com — Tracks prompt-level visibility, competitor share of voice, and how answer engines interpret your brand.[5]\n\n5. **Ahrefs Brand Radar** — ahrefs.com — Monitors AI mentions, citations, impressions, and share of voice across ChatGPT, Gemini, Perplexity, and other platforms.[6]\n\n6. **Otterly.AI** — otterly.ai — Provides automated monitoring of brand mentions, citations, and share of voice across multiple AI search engines.[6]\n\n7. **Searchable ChatGPT Product Visibility Report** — searchable.com — Offers a focused report on ChatGPT Shopping visibility, product descriptions, and competitor comparisons.[4]\n\n8. **RankX AI** — rankxai.com — Measures product-card placement, price, merchant, and competitor visibility in ChatGPT Shopping and Google AI Mode.[8]\n\n9. **Arobis AI Visibility Checker** — arobis.ai — A quick, free option that tests buyer prompts and reports recommendation frequency, ranking, competitors, and cited sources.[7]\n\n10. **Brand24** — brand24.com — Useful for broader web and AI mention monitoring, though it is less focused on product-level shopping recommendations.[2]",
      "brands": [
        {
          "name": "Ryze AI",
          "domain": "ryze.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Nexscope AI Product Visibility Tool",
          "domain": "nexscope.ai"
        },
        {
          "name": "HubSpot AEO",
          "domain": "hubspot.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Searchable ChatGPT Product Visibility Report",
          "domain": "searchable.com"
        },
        {
          "name": "RankX AI",
          "domain": "rankxai.com"
        },
        {
          "name": "Arobis AI Visibility Checker",
          "domain": "arobis.ai"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
      ],
      "sources": [
        {
          "url": "https://greaterthanservices.com/blog/track-ai-product-recommendations",
          "domain": "greaterthanservices.com",
          "title": "Track AI Product Recommendations | Greater Than Services"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://www.nexscope.ai/blog/how-to-get-product-recommended-in-chatgpt-shopping",
          "domain": "nexscope.ai",
          "title": "How to Get Your Product Recommended in ChatGPT Shopping"
        },
        {
          "url": "https://www.searchable.com/chatgpt-product-visibility-report",
          "domain": "searchable.com",
          "title": "ChatGPT Product Visibility Checker | Free AI Shopping Tool"
        },
        {
          "url": "https://blog.hubspot.com/marketing/chatgpt-product-recommendations",
          "domain": "blog.hubspot.com",
          "title": "ChatGPT Product Recommendations: How to Make Sure ..."
        },
        {
          "url": "https://ecommercegermany.com/blog/7-tools-that-show-e-commerce-brands-how-ai-recommends-their-products/",
          "domain": "ecommercegermany.com",
          "title": "7 Tools That Show E-Commerce Brands How AI Recommends Their ..."
        },
        {
          "url": "https://arobis.ai/blog/how-to-check-if-ai-recommends-your-brand",
          "domain": "arobis.ai",
          "title": "arobis.ai · blog · how-to-check-if-ai-recommendsHow to Check If AI Recommends Your Brand for Free"
        },
        {
          "url": "https://rankxai.com/features/ai-shopping",
          "domain": "rankxai.com",
          "title": "AI Shopping Visibility Tool: ChatGPT and AI Mode - RankX AI"
        },
        {
          "url": "https://foglift.io/blog/track-chatgpt-recommendations",
          "domain": "foglift.io",
          "title": "How to Track If ChatGPT Recommends Your Business - Foglift"
        },
        {
          "url": "https://ecommercefastlane.com/ai-visibility-tools-ecommerce-track-chatgpt-brand-mentions/",
          "domain": "ecommercefastlane.com",
          "title": "AI Visibility Tools For Ecommerce: How To Track (and Improve) ..."
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 1,
      "engine": "PERPLEXITY",
      "run": 3,
      "askedAt": "2026-10-09T01:24:14.868Z",
      "text": "1. **Profound** — profound.ai — Best for tracking product visibility in ChatGPT Shopping and comparing recommendations across AI platforms.[1]\n\n2. **Goodie** — goodie.ai — Tracks products in ChatGPT Shopping, Google AI Mode, and Perplexity Shopping, including competing products.[1]\n\n3. **Nexscope AI Product Visibility Tool** — nexscope.ai — Checks your product name, URL, ASIN, or UPC across ChatGPT and other AI shopping systems, with ranking and citation data.[3]\n\n4. **RankX AI** — rankxai.com — Measures which products appear in ChatGPT Shopping product cards, their positions, prices, and competing merchants.[8]\n\n5. **HubSpot AEO** — hubspot.com — Tracks prompt-level visibility, competitor share of voice, and how AI answer engines interpret your brand.[5]\n\n6. **Ahrefs Brand Radar** — ahrefs.com — Monitors brand mentions, citations, impressions, and AI share of voice across ChatGPT and other AI platforms.[6]\n\n7. **Otterly.AI** — otterly.ai — Provides automated monitoring of ChatGPT mentions, cited websites, and share of voice across multiple AI engines.[6]\n\n8. **Searchable ChatGPT Product Visibility Report** — searchable.com — Shows a product visibility score, ChatGPT’s product description, and competitor comparisons.[4]\n\n9. **Ryze AI** — get-ryze.ai — Tracks recommendation frequency across ChatGPT, Claude, Gemini, and Perplexity, with competitor benchmarking.[2]\n\n10. **Arobis AI Visibility Checker** — arobis.ai — Runs buyer-intent prompts and reports whether ChatGPT recommends your product, its position, competitors, and cited sources.[7]",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Goodie",
          "domain": "goodie.ai"
        },
        {
          "name": "Nexscope AI Product Visibility Tool",
          "domain": "nexscope.ai"
        },
        {
          "name": "RankX AI",
          "domain": "rankxai.com"
        },
        {
          "name": "HubSpot AEO",
          "domain": "hubspot.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Searchable ChatGPT Product Visibility Report",
          "domain": "searchable.com"
        },
        {
          "name": "Ryze AI",
          "domain": "get-ryze.ai"
        },
        {
          "name": "Arobis AI Visibility Checker",
          "domain": "arobis.ai"
        }
      ],
      "sources": [
        {
          "url": "https://greaterthanservices.com/blog/track-ai-product-recommendations",
          "domain": "greaterthanservices.com",
          "title": "Track AI Product Recommendations | Greater Than Services"
        },
        {
          "url": "https://www.get-ryze.ai/blog/tracking-how-often-chatgpt-recommends-your-products",
          "domain": "get-ryze.ai",
          "title": "Track How Often ChatGPT Recommends Your Products (2026)"
        },
        {
          "url": "https://www.nexscope.ai/blog/how-to-get-product-recommended-in-chatgpt-shopping",
          "domain": "nexscope.ai",
          "title": "How to Get Your Product Recommended in ChatGPT Shopping"
        },
        {
          "url": "https://www.searchable.com/chatgpt-product-visibility-report",
          "domain": "searchable.com",
          "title": "ChatGPT Product Visibility Checker | Free AI Shopping Tool"
        },
        {
          "url": "https://blog.hubspot.com/marketing/chatgpt-product-recommendations",
          "domain": "blog.hubspot.com",
          "title": "ChatGPT Product Recommendations: How to Make Sure ..."
        },
        {
          "url": "https://ecommercegermany.com/blog/7-tools-that-show-e-commerce-brands-how-ai-recommends-their-products/",
          "domain": "ecommercegermany.com",
          "title": "7 Tools That Show E-Commerce Brands How AI Recommends Their ..."
        },
        {
          "url": "https://arobis.ai/blog/how-to-check-if-ai-recommends-your-brand",
          "domain": "arobis.ai",
          "title": "arobis.ai · blog · how-to-check-if-ai-recommendsHow to Check If AI Recommends Your Brand for Free"
        },
        {
          "url": "https://rankxai.com/features/ai-shopping",
          "domain": "rankxai.com",
          "title": "AI Shopping Visibility Tool: ChatGPT and AI Mode - RankX AI"
        },
        {
          "url": "https://foglift.io/blog/track-chatgpt-recommendations",
          "domain": "foglift.io",
          "title": "How to Track If ChatGPT Recommends Your Business - Foglift"
        },
        {
          "url": "https://ecommercefastlane.com/ai-visibility-tools-ecommerce-track-chatgpt-brand-mentions/",
          "domain": "ecommercefastlane.com",
          "title": "AI Visibility Tools For Ecommerce: How To Track (and Improve) ..."
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 1,
      "engine": "GEMINI",
      "run": 1,
      "askedAt": "2026-10-09T01:22:27.896Z",
      "text": "To see whether ChatGPT recommends your product, you use **Generative Engine Optimization (GEO)** or **AI search visibility tools**. These platforms track brand mentions, citations, and product recommendations across ChatGPT and other large language models. \n\n1. **Profound** — https://profound.com\n   Tracks how LLMs like ChatGPT answer buyer queries, giving you direct analytics on whether your product is recommended and who your competitors are.\n\n2. **Otterly AI** — https://otterly.ai\n   Monitors daily brand mentions, citation sources, and competitor positioning specifically across ChatGPT and competing AI engines.\n\n3. **Peec AI** — https://peec.ai\n   Measures prompt-level visibility, share of voice, and exact source citations to see when and why ChatGPT features your product.\n\n4. **Gauge** — https://gauge.so\n   Combines multi-engine tracking (including ChatGPT and Perplexity) with automated content insights to help improve your recommendation frequency.\n\n5. **ShopMentions** — https://shopmentions.com\n   A Shopify-native tracking tool that connects directly to product catalogs to check, item by item, if ChatGPT is recommending your specific products.\n\n6. **Amplitude AI Visibility** — https://amplitude.com\n   Provides visibility reporting specifically tailored to ChatGPT and Google AI Overviews alongside product analytics.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Otterly AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Gauge",
          "domain": "gauge.so"
        },
        {
          "name": "ShopMentions",
          "domain": "shopmentions.com"
        },
        {
          "name": "Amplitude AI Visibility",
          "domain": "amplitude.com"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHxKyeCbrB3bEriv-wksFcjg1HF95SFOjUDXOJUpUZVhLeYkKBpeMKjZtKRFyK6NNcWlWPVCoQ1ZghvBe9n3IlPRVpBXyJEh_QGM1D80Pvr39Ku0DpGB-kq1OG0mrtVJHDvZC5S8PF0KW7P2Kl5I8-zUbJgLJvfF9dEdkf9dKDfRlMzOmFZpmFkm7JTBaURaAnQi0qbqEzGs9-Qmj1I6g==",
          "domain": "rocketblue.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGXp6-WLm-YCoBbvogkqZmtk3t-gZOIb7FOlpqNMamL1APqGWxkug8vuRJmexAdDAT6tncUdU6O9oDzITLkqJHqFvHyh7hcJdgktiMVfp5Mg7ard3jaMNwukJk=",
          "domain": "capston.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE3tjJuxDxCh_OLzR6N8Gw_25EkOZ_SREf72yM5sQ4RSrf1_J7DYmnfVW3iamLBCIDnboTb0DsAxyw9eiZkHGaKZMmJ1kRswBiqT-7eQOmL2grop9W_PwDu0Im4HzZ9684bKCZTDOCiYjM=",
          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHPbab1kivByVN1sqmNB1LWzbl2KQLeRxBGe8G-VDbeaFFnlcNib9x0mVjcZ1dP6Yo_7jGAbWcHyZ4Afy9B_LiOpjttGtNoJKz9zj_DtdqO9qP0HCoh9sNA-VJ8a44DnjbXucZ2vgZ0YiMmrIs5xZdm6RbIZTbCOjd5aTpdZSV_bBpMu3pHiUiOEco3yTQ0aTNR3R4Zv0xbKwXA6nAsXt8=",
          "domain": "withgauge.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHgGw7hbmL0XiOgoODSNhfSjPj2Mf2pev9Ej4eNqSahk7hT-tyLYgqyeLfsEYzot4bjsJfW4n-cU0yt5JkknznA2dkcRVN73BaZvu1XUOGHkZ_AlQwZIB72I0mIvmjQV6xeFXj1adHLcR1Y9MwqYLR_90vl0voONyaFgCVKJeqD",
          "domain": "answersocrates.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHt82h89k_L2fjpzViS9ZAJqIHHBBhZe1ALhB_epK8smqRJ1xox09bmhYktXWTwP4Z_o853P090lkuO87twJO6hTHZnd1G81SJKc_OyTwyQLkjy4LhLSkX76LIFOGNG1Rux1K1NTniNOT3XSpmFLE4WPZ_z_DC8GhICcUSVTQvdX1y9iZQ=",
          "domain": "medium.com"
        }
      ],
      "searchQueries": [
        "tools to see if ChatGPT recommends your product AIO SEO GEO",
        "AI search optimization tools track ChatGPT recommendations"
      ]
    },
    {
      "prompt": 1,
      "engine": "GEMINI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:24.870Z",
      "text": "1. **Semrush AI Visibility Toolkit**  \n   [semrush.com](https://www.semrush.com)  \n   Monitors brand visibility, prompt volume estimates, and competitor share of voice directly inside an enterprise SEO suite.\n\n2. **Profound**  \n   [profound.com](https://www.profound.com)  \n   Provides deep enterprise-tier tracking and source analysis across ChatGPT and multiple other AI engines.\n\n3. **Peec AI**  \n   [peec.ai](https://www.peec.ai)  \n   Tracks prompt-centric visibility, sentiment, and competitor positioning specifically tailored for B2B SaaS and product teams.\n\n4. **Otterly.AI**  \n   [otterly.ai](https://www.otterly.ai)  \n   Offers accessible, recurring monitoring of custom prompts and brand mentions for lighter budgets.\n\n5. **AIclicks**  \n   [aiclicks.io](https://www.aiclicks.io)  \n   Tracks how often ChatGPT and other chat tools mention, cite, or recommend your brand using custom prompt matrices.\n\n6. **HubSpot AI Search Grader**  \n   [hubspot.com](https://www.hubspot.com)  \n   A free, one-time assessment tool that checks how ChatGPT, Gemini, and Perplexity perceive and represent your brand.",
      "brands": [
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "AIclicks",
          "domain": "aiclicks.io"
        },
        {
          "name": "HubSpot AI Search Grader",
          "domain": "hubspot.com"
        }
      ],
      "sources": [
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          "domain": "orchly.ai"
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          "domain": "dageno.ai"
        },
        {
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          "domain": "geoptie.com"
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          "domain": "hubspot.com"
        }
      ],
      "searchQueries": [
        "tools to check if chatgpt recommends your product AIO SEO",
        "AI search visibility tools ChatGPT recommendation tracking"
      ]
    },
    {
      "prompt": 1,
      "engine": "GEMINI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:18.248Z",
      "text": "To check whether ChatGPT recommends your product, you can use specialized Generative Engine Optimization (GEO) and AI visibility tracking software. These platforms simulate buyer prompts, track brand mentions and citations, and compare your share of voice against competitors. \n\n1. **Profound**\n   - Website: [profound.com](https://profound.com)\n   - Offers comprehensive enterprise-grade answer engine intelligence, tracking brand mentions, citation sources, and competitor positioning specifically across ChatGPT and other LLMs.\n\n2. **Peec AI**\n   - Website: [peec.ai](https://peec.ai)\n   - Provides clean, multi-engine tracking with deep analytics on how often your product is recommended by ChatGPT versus competitors.\n\n3. **OtterlyAI**\n   - Website: [otterly.ai](https://otterly.ai)\n   - A budget-friendly monitoring tool designed for marketing teams to schedule recurring prompt checks and audit their ChatGPT visibility.\n\n4. **LLM Pulse**\n   - Website: [llmpulse.com](https://llmpulse.com)\n   - Tracks how ChatGPT frames your brand as an entity, monitors product recommendations, and offers actionable GEO insights to close content gaps.\n\n5. **Ahrefs Brand Radar**\n   - Website: [ahrefs.com](https://ahrefs.com)\n   - Built into the Ahrefs ecosystem, this feature tracks custom prompts across AI search engines to see if your brand is being cited in conversational answers.\n\n6. **Semrush AI Visibility Toolkit**\n   - Website: [semrush.com](https://semrush.com)\n   - An add-on for existing Semrush users that maps out your AI search footprint, tracking prompt performance and recommendation rankings inside ChatGPT.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHO8jNgV6Bgfa5TLalbXJzKV-d_vDssJNZSLJWy9_IfQX12fR_skNiDL3q47uIYXd2HBoc3yNnDE6c2_zrT6OQULbr3nTFPkOWN8ngz7Vth3P8OND_sfuYn2n1kiVQ61MpEGG4Oz-q7UpMR5g==",
          "domain": "llmpulse.ai"
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        {
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          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF26hQGYLJdSPtdj4QKSpIPl7f4jUbdJRGfoAji6l2GF7fRggAylrYosReu-TvvSR-BboaDGnyqfspd5xZp7zp-DuHr07Hqt6XzF6PsZ9LWAjG7044qG6ubpeJB0A1XcYEdkKK5c3qi",
          "domain": "beomniscient.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHcLbEyf_n2xGcuTPtcBdzIbzwGOZf2SXp30s4e1AIp2PAYWrxn_CUito-wDCOB8vTc6_26SNsoJvAd_hhVuOxCgRkIQoDCz6KB6Wv2JacN02lsQsyhXMBLOOv-AoWYD_OyC2Zk2DEG1Qtcbw==",
          "domain": "cloro.dev"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHZNu0vbEa0HmacNzYb-voIH2BH3e_2RfDn0QETeQ6ROw0dQtelt03wf50mLrlEv694DGi3uPqOa2g5yMU1wcIxXnDNWHTkoGO7VWntGBUAR9V8vgC7AKJn20zaDjFvVPxLa21IPluPL_MNPA==",
          "domain": "rivo.io"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHyLM7piaWQKiuNTJYnYBxi2QLyuhW9zf1kvgnGO9XT-_RA5U2Khv9gvdI3saZEyfZ43VayTufgc4hpb7Cr-FPx1BcTiwoMr9YNcMhc6InQPg-NxKQiqlhJqfwlWJQKuvlwQ-IRBsJiFCrP3YiKUarmCt_T5NXzDjm9MNLQcff0_ppSpFse",
          "domain": "medium.com"
        }
      ],
      "searchQueries": [
        "AI search optimization tools track ChatGPT recommendations",
        "LLM brand tracking tools AIO visibility ChatGPT"
      ]
    },
    {
      "prompt": 1,
      "engine": "GROK",
      "run": 1,
      "askedAt": "2026-10-09T01:22:41.364Z",
      "text": "**1. Semrush AI Visibility Toolkit**  \nsemrush.com  \nTop choice for daily ChatGPT monitoring plus full SEO integration, competitor share-of-voice, and sentiment tracking.[[1]](https://www.01net.com/en/seo/ai-visibility-tools/how-to-track-brand-mentions/)\n\n**2. Ahrefs Brand Radar**  \nahrefs.com  \nStrong AI mention and citation tracking across ChatGPT, Gemini, Perplexity and more, tied to extensive web data.[[1]](https://www.01net.com/en/seo/ai-visibility-tools/how-to-track-brand-mentions/)\n\n**3. Otterly AI**  \notterly.ai  \nBudget-friendly daily automated checks on ChatGPT and other engines with prompt tracking from $29/mo.[[1]](https://www.01net.com/en/seo/ai-visibility-tools/how-to-track-brand-mentions/)\n\n**4. Profound**  \ntryprofound.com  \nEnterprise-level deep citation analytics, share-of-voice, and multi-engine coverage for high-volume monitoring.[[2]](https://www.honeyb.ai/blog/chatgpt-brand-monitoring-tools)\n\n**5. Peec AI**  \npeec.ai  \nClean prompt-level analytics, citations, sentiment, and multilingual support starting around $95/mo.[[2]](https://www.honeyb.ai/blog/chatgpt-brand-monitoring-tools)\n\n**6. Honeyb**  \nhoneyb.ai  \nDaily automated ChatGPT monitoring with tracked citations and coverage of Gemini, Claude, and Perplexity.[[2]](https://www.honeyb.ai/blog/chatgpt-brand-monitoring-tools)\n\n**7. Promptwatch**  \npromptwatch.com  \nEcommerce-focused tracking of brand mentions, product cards, and citations in ChatGPT responses.[[3]](https://ecommercefastlane.com/ai-visibility-tools-ecommerce-track-chatgpt-brand-mentions/)\n\n**8. Stork.AI**  \nstork.ai  \nMulti-engine AI reputation reports that run buyer prompts live across ChatGPT and competitors for share-of-voice insights.[[4]](https://www.stork.ai/blog/does-chatgpt-recommend-your-product)",
      "brands": [
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Otterly AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Honeyb",
          "domain": "honeyb.ai"
        },
        {
          "name": "Promptwatch",
          "domain": "promptwatch.com"
        },
        {
          "name": "Stork.AI",
          "domain": "stork.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.01net.com/en/seo/ai-visibility-tools/how-to-track-brand-mentions/",
          "domain": "01net.com"
        },
        {
          "url": "https://www.honeyb.ai/blog/chatgpt-brand-monitoring-tools",
          "domain": "honeyb.ai"
        },
        {
          "url": "https://ecommercefastlane.com/ai-visibility-tools-ecommerce-track-chatgpt-brand-mentions/",
          "domain": "ecommercefastlane.com"
        },
        {
          "url": "https://www.stork.ai/blog/does-chatgpt-recommend-your-product",
          "domain": "stork.ai"
        }
      ],
      "searchQueries": [
        "tools to monitor if ChatGPT recommends a product or brand",
        "best tools for tracking AI chatbot mentions of products 2026",
        "ChatGPT brand monitoring tools"
      ]
    },
    {
      "prompt": 1,
      "engine": "GROK",
      "run": 2,
      "askedAt": "2026-10-09T01:23:32.130Z",
      "text": "**1. Promptwatch**  \npromptwatch.com  \nTracks ChatGPT Shopping carousels, product cards, and brand mentions with competitor benchmarking.[[1]](https://surferstack.com/guides/best-tools-for-tracking-chatgpt-shopping-recommendations-in-2026-whos-monitoring-product-discovery-in-ai)\n\n**2. Otterly.AI**  \notterly.ai  \nBudget daily tracking of brand mentions, citations, and Share of Voice across ChatGPT and other AIs.[[2]](https://arahi.ai/articles/how-to-check-brand-visibility-in-chatgpt)\n\n**3. Peec AI**  \npeec.ai  \nClean daily analytics on mentions, positions, sentiment, and sources in ChatGPT responses.[[3]](https://elfsight.com/blog/best-tools-for-monitoring-chatgpt-mentions/)\n\n**4. Profound**  \ntryprofound.com  \nEnterprise tracking of AI visibility with real-user prompt data and competitive heatmaps.[[1]](https://surferstack.com/guides/best-tools-for-tracking-chatgpt-shopping-recommendations-in-2026-whos-monitoring-product-discovery-in-ai)\n\n**5. Sellm**  \nsellm.io  \nAPI-driven and free rank tracker that programmatically checks ChatGPT recommendations for your brand.[[4]](https://sellm.io/post/how-to-check-if-chatgpt-recommends-your-product-api)\n\n**6. Ahrefs Brand Radar**  \nahrefs.com  \nMonitors brand mentions, citations, and AI Share of Voice across ChatGPT plus other platforms.[[5]](https://ecommercegermany.com/blog/7-tools-that-show-e-commerce-brands-how-ai-recommends-their-products/)",
      "brands": [
        {
          "name": "Promptwatch",
          "domain": "promptwatch.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Sellm",
          "domain": "sellm.io"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://surferstack.com/guides/best-tools-for-tracking-chatgpt-shopping-recommendations-in-2026-whos-monitoring-product-discovery-in-ai",
          "domain": "surferstack.com"
        },
        {
          "url": "https://arahi.ai/articles/how-to-check-brand-visibility-in-chatgpt",
          "domain": "arahi.ai"
        },
        {
          "url": "https://elfsight.com/blog/best-tools-for-monitoring-chatgpt-mentions/",
          "domain": "elfsight.com"
        },
        {
          "url": "https://sellm.io/post/how-to-check-if-chatgpt-recommends-your-product-api",
          "domain": "sellm.io"
        },
        {
          "url": "https://ecommercegermany.com/blog/7-tools-that-show-e-commerce-brands-how-ai-recommends-their-products/",
          "domain": "ecommercegermany.com"
        }
      ],
      "searchQueries": [
        "tools to monitor or check if ChatGPT recommends a product",
        "best tools for tracking AI search mentions ChatGPT recommendations 2026",
        "\"ChatGPT\" product recommendation monitoring tool OR software"
      ]
    },
    {
      "prompt": 1,
      "engine": "GROK",
      "run": 3,
      "askedAt": "2026-10-09T01:24:29.083Z",
      "text": "**1. Peec AI**  \npeec.ai  \nTracks per-product visibility, win rates, and exact recommendations inside ChatGPT shopping answers and other AI engines.[[1]](https://peec.ai/blog/future-of-ai-shopping)\n\n**2. Promptwatch**  \npromptwatch.com  \nMonitors product cards, prices, merchants, and brand mentions in ChatGPT shopping responses plus crawler activity.[[2]](https://www.promptrush.ai/industries/ecommerce/)\n\n**3. Otterly.AI**  \notterly.ai  \nDaily scans of buyer-intent prompts across ChatGPT, Gemini, Perplexity and more with mention, position, and citation tracking.[[3]](https://arahi.ai/articles/how-to-check-brand-visibility-in-chatgpt)\n\n**4. Stork.AI**  \nstork.ai  \nRuns category and comparison prompts live across ChatGPT and four other engines, delivering share-of-voice and competitor reports.[[4]](https://www.stork.ai/blog/does-chatgpt-recommend-your-product)\n\n**5. Azoma**  \nazoma.ai  \nPrompt-level tracking of brand/product mentions, competitor replacements, and cited sources in ChatGPT shopping answers.[[5]](https://www.globenewswire.com/news-release/2026/08/26/3351631/0/en/what-sources-does-chatgpt-cite-for-products-azoma-publishes-the-data-and-explains-how-brands-get-recommended.html)\n\n**6. Scrunch AI**  \nscrunch.ai  \nVisibility and citation monitoring across ChatGPT, Google AI, Perplexity and Copilot with competitive benchmarking.[[6]](https://www.width.ai/post/the-best-generative-engine-optimization-tools-for-ecommerce)\n\n**7. Profound**  \nprofound.ai  \nEnterprise-scale prompt tracking and shopping analytics showing exactly which products ChatGPT recommends and why.[[7]](https://surferstack.com/guides/best-tools-for-tracking-chatgpt-shopping-recommendations-in-2026-whos-monitoring-product-discovery-in-ai)\n\n**8. Semrush AI Visibility Toolkit**  \nsemrush.com  \nBuilt-in AI visibility checker that tracks brand mentions and citations in ChatGPT alongside SEO data.[[3]](https://arahi.ai/articles/how-to-check-brand-visibility-in-chatgpt)",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Promptwatch",
          "domain": "promptwatch.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Stork.AI",
          "domain": "stork.ai"
        },
        {
          "name": "Azoma",
          "domain": "azoma.ai"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://peec.ai/blog/future-of-ai-shopping",
          "domain": "peec.ai"
        },
        {
          "url": "https://www.promptrush.ai/industries/ecommerce/",
          "domain": "promptrush.ai"
        },
        {
          "url": "https://arahi.ai/articles/how-to-check-brand-visibility-in-chatgpt",
          "domain": "arahi.ai"
        },
        {
          "url": "https://www.stork.ai/blog/does-chatgpt-recommend-your-product",
          "domain": "stork.ai"
        },
        {
          "url": "https://www.globenewswire.com/news-release/2026/08/26/3351631/0/en/what-sources-does-chatgpt-cite-for-products-azoma-publishes-the-data-and-explains-how-brands-get-recommended.html",
          "domain": "globenewswire.com"
        },
        {
          "url": "https://www.width.ai/post/the-best-generative-engine-optimization-tools-for-ecommerce",
          "domain": "width.ai"
        },
        {
          "url": "https://surferstack.com/guides/best-tools-for-tracking-chatgpt-shopping-recommendations-in-2026-whos-monitoring-product-discovery-in-ai",
          "domain": "surferstack.com"
        }
      ],
      "searchQueries": [
        "tools to check if ChatGPT recommends a product",
        "generative engine optimization tools for product recommendations",
        "AI LLM monitoring tools ChatGPT mentions products"
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    },
    {
      "prompt": 1,
      "engine": "AI_OVERVIEW",
      "run": 1,
      "askedAt": "2026-10-10T15:15:42.150Z",
      "text": "Several `specialized AI visibility and Answer Engine Optimization (AEO)` tools track whether ChatGPT recommends your product or brand:\n\n- **Profound** : Runs automated \"synthetic prompting\" via API calls across multiple models to track brand mentions, share of voice, and citations.[[1]](https://www.reddit.com/r/DigitalMarketing/comments/1qcaofa/is_anyone_actually_tracking_if_chatgpt_is/)\n- **Bluefish AI** : Monitors how often your product appears in AI-generated answers and compares your visibility against competitors.[[1]](https://www.reddit.com/r/DigitalMarketing/comments/1qcaofa/is_anyone_actually_tracking_if_chatgpt_is/)\n- **Otterly AI** : Tracks prompt performance, brand and competitor mentions, and provides a GEO (Generative Engine Optimization) audit for crawlability and content issues.[[1]](https://www.youtube.com/watch?v=QN2WJ0W30_s)\n- **Semrush (AI Visibility Toolkit)** : Integrated into Semrush plans to track brand mentions and rankings across ChatGPT and other AI search platforms.[[1]](https://www.youtube.com/watch?v=22aykTLtSBs)\n- **Peec AI** : Measures brand coverage and visibility metrics specifically tailored for AI search engines like ChatGPT.[[1]](https://www.youtube.com/watch?v=IPjKv5wxxnw)\n- **Other Emerging Platforms** : Tools like **Adthena**, **Scrunch**, **Amadora AI**, **Genrank** , and **Palace AI** also test buyer-style prompts repeatedly to report brand citations and gaps.[[1]](https://www.youtube.com/watch?v=UomrqkjYjD4&t=34)[[2]](https://www.reddit.com/r/DigitalMarketing/comments/1qcaofa/is_anyone_actually_tracking_if_chatgpt_is/)[[3]](https://www.landing.so/articles/check-if-chatgpt-recommends-your-brand)\n\n### Manual Testing\nYou can also test recommendations manually by logging out of your personal account, running industry or category-specific prompts (such as *\"best [product category] for [target audience]\"* ), and recording whether your brand is named, where it ranks, and which sources ChatGPT cites.[[1]](https://www.landing.so/articles/check-if-chatgpt-recommends-your-brand)[[2]](https://www.youtube.com/watch?v=pMCMLply9D8)Learn more about testing your brand's AI search visibility manually:\n\n10:16\n[](https://www.youtube.com/watch?v=pMCMLply9D8) How to Check if ChatGPT Recommends Your Brand AI SEO & ...24 days ago\nYouTube · AiGuidePath\n\nIf you'd like, let me know:\n\n- Your **industry or product type**\n- Whether you want to test this **manually** or use a **paid tracking software**\n\nI can help you build out a prompt list or recommend the right tool setup.",
      "brands": [
        {
          "name": "Profound"
        },
        {
          "name": "Bluefish AI"
        },
        {
          "name": "Otterly AI"
        },
        {
          "name": "Semrush"
        },
        {
          "name": "Peec AI"
        },
        {
          "name": "Adthena"
        },
        {
          "name": "Scrunch"
        },
        {
          "name": "Amadora AI"
        },
        {
          "name": "Genrank"
        },
        {
          "name": "Palace AI"
        }
      ],
      "sources": [
        {
          "url": "https://www.reddit.com/r/DigitalMarketing/comments/1qcaofa/is_anyone_actually_tracking_if_chatgpt_is/",
          "domain": "reddit.com",
          "title": "Is anyone actually tracking if ChatGPT is recommending their ..."
        },
        {
          "url": "https://www.youtube.com/watch?v=UomrqkjYjD4&t=34",
          "domain": "youtube.com",
          "title": "How to Get ChatGPT to Recommend Your Product (I Tested It)"
        },
        {
          "url": "https://www.youtube.com/watch?v=IPjKv5wxxnw",
          "domain": "youtube.com",
          "title": "How To Track Your Brand in AI Platforms (ChatGPT, AI Mode, etc)"
        },
        {
          "url": "https://www.landing.so/articles/check-if-chatgpt-recommends-your-brand",
          "domain": "landing.so",
          "title": "How to check if ChatGPT recommends your brand"
        },
        {
          "url": "https://www.youtube.com/watch?v=22aykTLtSBs",
          "domain": "youtube.com",
          "title": "Is ChatGPT Recommending Your Business? Let's Find ..."
        },
        {
          "url": "https://www.youtube.com/watch?v=QN2WJ0W30_s",
          "domain": "youtube.com",
          "title": "Is Your Brand Invisible in ChatGPT? This Tool Shows You How to ..."
        },
        {
          "url": "https://www.youtube.com/watch?v=pMCMLply9D8",
          "domain": "youtube.com",
          "title": "How to Check if ChatGPT Recommends Your Brand AI SEO & ..."
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 2,
      "engine": "OPENAI",
      "run": 1,
      "askedAt": "2026-10-09T01:22:39.782Z",
      "text": "1. **Signalbat** — https://signalbat.com — Tracks AI assistant answers (whether assistants name you, competitors named instead, source evidence and claim framing) so you can measure AI answer presence and changes over time. ([signalbat.com](https://signalbat.com/faq/what-signalbat-tracks?utm_source=openai))\n\n2. **LLMMonitor (LLMMonitor.io)** — https://llmmonitor.io — Runs repeated prompt sets across ChatGPT, Gemini, Claude and Perplexity and surfaces where and how your brand appears, plus competitor benchmarking. ([docs.llmmonitor.io](https://docs.llmmonitor.io/?utm_source=openai))\n\n3. **SignalKit** — https://signalkit.ai — Monitors mentions across major assistants (ChatGPT, Claude, Gemini, Perplexity, etc.), reports mention rates and competitive share, and focuses on actionable visibility metrics. ([signalkit.ai](https://signalkit.ai/?utm_source=openai))\n\n4. **MarqOps (AI Brand Visibility)** — https://marqops.com — LLM-focused visibility tooling that checks major models for brand mentions, flags hallucinations vs. brand truth docs, and scores content for generative search optimization. ([marqops.com](https://www.marqops.com/llm-brand-visibility?utm_source=openai))\n\n5. **MonitorMyGEO (LLM Visibility Tracker)** — https://monitormygeo.com — Runs consistent buyer prompts across multiple LLMs to compare brand visibility, competitor mentions and source evidence over time. ([monitormygeo.com](https://www.monitormygeo.com/llm-visibility-tracker?utm_source=openai))\n\n6. **Signal AI (Reputation Intelligence / AI visibility)** — https://signal-ai.com — Enterprise reputation platform extending into AI assistant monitoring and AI-driven reputation signals for PR/communications teams. ([signal-ai.co](https://www.signal-ai.co/?utm_source=openai))\n\n7. **Knowatoa / other niche vendors (examples: Ryze, Beamtrace summaries)** — (vendor pages vary) — Emerging specialist tools (Knowatoa, Ryze, Beamtrace/ReachLLM roundups) combine mention detection, sentiment/accuracy checks and remediation workflows — worth evaluating for specific feature fit and scale. ([beamtrace.com](https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai))\n\nNotes: these vendors differ mainly on (a) which AI platforms they query (some cover ChatGPT/Gemini/Claude/Perplexity specifically), (b) whether they run repeat buyer-style prompts vs. passive scraping, and (c) post-detection workflows (alerts, remediation tasks, content generation). If you want, I can (without asking more questions) give a 1–2 sentence checklist to pick among these for small business vs. mid-market vs. enterprise.",
      "brands": [
        {
          "name": "Signalbat",
          "domain": "signalbat.com"
        },
        {
          "name": "LLMMonitor",
          "domain": "llmmonitor.io"
        },
        {
          "name": "SignalKit",
          "domain": "signalkit.ai"
        },
        {
          "name": "MarqOps",
          "domain": "marqops.com"
        },
        {
          "name": "MonitorMyGEO",
          "domain": "monitormygeo.com"
        },
        {
          "name": "Signal AI",
          "domain": "signal-ai.com"
        },
        {
          "name": "Knowatoa"
        },
        {
          "name": "Ryze"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        }
      ],
      "sources": [
        {
          "url": "https://signalbat.com/faq/what-signalbat-tracks?utm_source=openai",
          "domain": "signalbat.com",
          "title": "What AI visibility signals are tracked?"
        },
        {
          "url": "https://docs.llmmonitor.io/?utm_source=openai",
          "domain": "docs.llmmonitor.io",
          "title": "LLMMonitor Documentation — AI Brand Visibility & GEO Platform"
        },
        {
          "url": "https://signalkit.ai/?utm_source=openai",
          "domain": "signalkit.ai",
          "title": "SignalKit | Get mentioned more in AI answers"
        },
        {
          "url": "https://www.marqops.com/llm-brand-visibility?utm_source=openai",
          "domain": "marqops.com",
          "title": "AI Visibility Software & Free Brand Checker | MarqOps"
        },
        {
          "url": "https://www.monitormygeo.com/llm-visibility-tracker?utm_source=openai",
          "domain": "monitormygeo.com",
          "title": "LLM Visibility Tracker | MonitorMyGEO"
        },
        {
          "url": "https://www.signal-ai.co/?utm_source=openai",
          "domain": "signal-ai.co",
          "title": "Signal — Do AI assistants recommend your firm?"
        },
        {
          "url": "https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai",
          "domain": "beamtrace.com",
          "title": "Best Tools for Monitoring ChatGPT Mentions in 2026 — Beamtrace"
        }
      ],
      "searchQueries": [
        "monitor brand mentions in AI chatbots detecting brand in LLM outputs tool",
        "tools to monitor brand mentions in AI-generated content ChatGPT Bard Bing Chat",
        "companies monitoring misinformation in AI assistants 'monitor AI answers' 'brand mentions' tool",
        "Signal AI brand monitoring for AI assistants",
        "Yext AI search brand presence monitoring 'AI answers' 'brand mentions'"
      ]
    },
    {
      "prompt": 2,
      "engine": "OPENAI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:36.291Z",
      "text": "1. **Cloro** — cloro.ai  \n   API-first AI visibility platform that crawls multiple assistant/search engines, returns answer text + citations and provides JSON/webhooks for automation — best if you need programmatic coverage of LLM answers. ([unite.ai](https://www.unite.ai/best-ai-visibility-tools/?utm_source=openai))\n\n2. **Evertune** — evertune.ai  \n   Enterprise-focused AI brand intelligence: multi-engine coverage, AI Brand Score, model-level reporting and strategic recommendations for reputation and risk teams. ([unite.ai](https://www.unite.ai/best-ai-visibility-tools/?utm_source=openai))\n\n3. **Brandwatch (now positioned as an enterprise consumer-intelligence option)** — brandwatch.com  \n   Mature, enterprise-grade monitoring with the broadest source coverage, advanced analytics and visual/logo recognition — strong when you need deep historical and cross-channel context in addition to AI-answer tracking. ([therankmasters.com](https://www.therankmasters.com/insights/brand-monitoring/best-tools-for-media-monitoring-and-brand-mentions?utm_source=openai))\n\n4. **Meltwater** — meltwater.com  \n   Large-scale media intelligence that now includes monitoring for AI/search answers in its enterprise offerings — good for PR teams who want integrated media + AI mention alerts. ([therankmasters.com](https://www.therankmasters.com/insights/brand-monitoring/best-tools-for-media-monitoring-and-brand-mentions?utm_source=openai))\n\n5. **Awario** — awario.com  \n   Budget-friendly, fast alerts and straightforward monitoring; useful for smaller teams who want to detect brand mentions broadly (social/web) and add AI-answer checks where supported. ([itechguides.com](https://www.itechguides.com/the-9-best-brand-monitoring-tools-in-2026-a-practical-comparison/?utm_source=openai))\n\n6. **PromptWatch** — promptwatch.com  \n   Purpose-built for monitoring brand mentions inside AI assistant responses — lightweight, focused on prompt/answer sampling and alerting when your brand appears (good for rapid QA of model outputs). ([sustainablemarketing.com.au](https://sustainablemarketing.com.au/assets/files/Full-LLM-Search-Visibility-Checklist-Sustainable-Marketing-Services.pdf?utm_source=openai))\n\n7. **Trakker.ai** — trakker.ai  \n   AI-specific brand monitoring that claims visibility into assistant answers and emerging AI search channels — a practical choice if you want a tool built around LLM/answer visibility rather than traditional social listening. ([sustainablemarketing.com.au](https://sustainablemarketing.com.au/assets/files/Full-LLM-Search-Visibility-Checklist-Sustainable-Marketing-Services.pdf?utm_source=openai))\n\nNotes: many traditional listening vendors (Brandwatch, Talkwalker/Lumen, Meltwater, Mention, Brand24, Awario) now offer or integrate AI-answer / assistant coverage, while newer vendors (Cloro, Evertune, PromptWatch, Trakker) focus specifically on LLM/search-answer visibility. If you want, I can rank these instead by cost, ease of setup, or model coverage (ChatGPT, Gemini, Claude, Perplexity) — tell me which priority and I’ll give a tailored ranking.",
      "brands": [
        {
          "name": "Cloro",
          "domain": "cloro.ai"
        },
        {
          "name": "Evertune",
          "domain": "evertune.ai"
        },
        {
          "name": "Brandwatch",
          "domain": "brandwatch.com"
        },
        {
          "name": "Meltwater",
          "domain": "meltwater.com"
        },
        {
          "name": "Awario",
          "domain": "awario.com"
        },
        {
          "name": "PromptWatch",
          "domain": "promptwatch.com"
        },
        {
          "name": "Trakker.ai",
          "domain": "trakker.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.unite.ai/best-ai-visibility-tools/?utm_source=openai",
          "domain": "unite.ai",
          "title": "10 Best AI Visibility Tools for Tracking Brand Mentions and Citations (September 2026) – Unite.AI"
        },
        {
          "url": "https://www.therankmasters.com/insights/brand-monitoring/best-tools-for-media-monitoring-and-brand-mentions?utm_source=openai",
          "domain": "therankmasters.com",
          "title": "Best Media Monitoring Tools for Brand Mentions (2026)"
        },
        {
          "url": "https://www.itechguides.com/the-9-best-brand-monitoring-tools-in-2026-a-practical-comparison/?utm_source=openai",
          "domain": "itechguides.com",
          "title": "9 Best Brand Monitoring Tools in 2026 Compared"
        },
        {
          "url": "https://sustainablemarketing.com.au/assets/files/Full-LLM-Search-Visibility-Checklist-Sustainable-Marketing-Services.pdf?utm_source=openai",
          "domain": "sustainablemarketing.com.au",
          "title": "Monitoring AI Mentions"
        }
      ],
      "searchQueries": [
        "tools to monitor brand mentions in AI model outputs",
        "monitor AI hallucinations brand mentions tool",
        "brand mention tracking tools Mention Meltwater Talkwalker Awario BuzzSumo Brandwatch comparison 2026",
        "tools to monitor LLM outputs for brand mentions 'LLM monitoring' 'model monitoring' products"
      ]
    },
    {
      "prompt": 2,
      "engine": "OPENAI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:25.303Z",
      "text": "1. **Nightwatch (Nightwatch.io)** — https://nightwatch.io — Best all‑in‑one for tracking brand mentions inside AI answers (AI Share-of-Voice, citation tracking across ChatGPT, Claude, Gemini, Perplexity plus classic rank tracking). ([nightwatch.io](https://nightwatch.io/blog/llm-tracking-tools/?utm_source=openai))\n\n2. **Meltwater (GenAI / AI monitoring features)** — https://meltwater.com — Enterprise-grade monitoring that samples LLM answers, reports mentions/citations/sentiment and offers a GenAI Lens for AI answer coverage. ([1001seomedia.com](https://www.1001seomedia.com/blog/ai-brand-monitoring-tools-official-brand24-mention-meltwater-talkwalker-sprinklr/?utm_source=openai))\n\n3. **Brandwatch (formerly/including Consumer Intelligence)** — https://brandwatch.com — Deep consumer intelligence and broad data coverage; strong analytics for citations and AI‑visibility use cases. ([keywordradar.io](https://keywordradar.io/blog/keyword-monitoring-tools-compared?utm_source=openai))\n\n4. **Talkwalker / Lumen by Talkwalker** — https://talkwalker.com — Large source coverage and explicit AI channel support (enterprise AI monitoring and AI‑answer sampling). ([answerline.dev](https://answerline.dev/blog/brand-monitoring-tools/?utm_source=openai))\n\n5. **Awario** — https://awario.com — Budget-friendly, transparent pricing and fast keyword monitoring that many teams use to catch ChatGPT/AI mentions quickly. ([itechguides.com](https://www.itechguides.com/13-best-brand-monitoring-tools-to-track-mentions-in-2026/?utm_source=openai))\n\n6. **Mention (Mention.com)** — https://mention.com — Easy setup for ongoing brand keyword alerts across news, social and increasingly AI‑answer keywords — good for SMBs. ([keywordradar.io](https://keywordradar.io/blog/keyword-monitoring-tools-compared?utm_source=openai))\n\n7. **Brand24** — https://brand24.com — Good mid‑market option with AI sentiment features and broad coverage of news, forums and social where AI answers often cite sources. ([omidsaffari.com](https://omidsaffari.com/blog/best-social-listening-tools?utm_source=openai))\n\nNotes (brief, no question asked): if you want an inexpensive quick test first, run a fixed set of prompts across the LLMs you care about and compare two tools’ citation overlap — that’s the quickest practical check for AI‑answer coverage. ([reddit.com](https://www.reddit.com/r/AIToolTesting/comments/1r01lzr/i_tested_6_ai_visibility_tools_here_is_what/?utm_source=openai))",
      "brands": [
        {
          "name": "Nightwatch",
          "domain": "nightwatch.io"
        },
        {
          "name": "Meltwater",
          "domain": "meltwater.com"
        },
        {
          "name": "Brandwatch",
          "domain": "brandwatch.com"
        },
        {
          "name": "Talkwalker",
          "domain": "talkwalker.com"
        },
        {
          "name": "Awario",
          "domain": "awario.com"
        },
        {
          "name": "Mention",
          "domain": "mention.com"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
      ],
      "sources": [
        {
          "url": "https://nightwatch.io/blog/llm-tracking-tools/?utm_source=openai",
          "domain": "nightwatch.io",
          "title": "9 Best LLM Tracking Tools for Brand Monitoring in AI Search (2026)"
        },
        {
          "url": "https://www.1001seomedia.com/blog/ai-brand-monitoring-tools-official-brand24-mention-meltwater-talkwalker-sprinklr/?utm_source=openai",
          "domain": "1001seomedia.com",
          "title": "AI Brand Monitoring Tools (Official): Brand24, Mention, Meltwater, Talkwalker, Sprinklr | 1001 SEO Media"
        },
        {
          "url": "https://keywordradar.io/blog/keyword-monitoring-tools-compared?utm_source=openai",
          "domain": "keywordradar.io",
          "title": "Mention vs Brand24 vs Awario vs Talkwalker vs BrandMentions: which keyword monitoring tool is right for you? | Keyword Radar | Keyword Radar"
        },
        {
          "url": "https://answerline.dev/blog/brand-monitoring-tools/?utm_source=openai",
          "domain": "answerline.dev",
          "title": "Brand monitoring tools in 2026: prices, coverage, gaps · AnswerLine"
        },
        {
          "url": "https://www.itechguides.com/13-best-brand-monitoring-tools-to-track-mentions-in-2026/?utm_source=openai",
          "domain": "itechguides.com",
          "title": "13 Best Brand Monitoring Tools in 2026: Track Mentions, News & Social"
        },
        {
          "url": "https://omidsaffari.com/blog/best-social-listening-tools?utm_source=openai",
          "domain": "omidsaffari.com",
          "title": "Best Social Listening Tools 2026: Brand24 vs Awario | Omid Saffari"
        },
        {
          "url": "https://www.reddit.com/r/AIToolTesting/comments/1r01lzr/i_tested_6_ai_visibility_tools_here_is_what/?utm_source=openai",
          "domain": "reddit.com",
          "title": "I tested 6 AI visibility tools, Here is what actually worked"
        }
      ],
      "searchQueries": [
        "tools to track brand mentions in AI-generated search results monitoring LLM outputs brand safety",
        "monitor brand mentions in AI search answers tools Mention Brandwatch Talkwalker Awario",
        "tools to monitor generative AI mentions of brand in chatbots 'monitor AI-generated content' 'brand mentions'"
      ]
    },
    {
      "prompt": 2,
      "engine": "ANTHROPIC",
      "run": 1,
      "askedAt": "2026-10-09T01:22:43.380Z",
      "text": "Based on current tracking and reviews, here are the best tools for monitoring brand mentions in AI-generated search answers:\n\n1. **\nOtterlyAI\n** - https://otterly.ai/\n   \nTracks brand mentions in AI Search platforms like ChatGPT, Perplexity, Google AI Overviews, and AI Mode\n, with \ncitation tracking across six AI platforms, competitive benchmarking reports, and alerts when brand mentions change\n.\n\n2. **Profound AI** - https://www.profound.ai/\n   \nDelivers daily updates on brand mentions, citation frequency, and sentiment, identifying specific pages that AI crawlers reference and how language models reuse your site content\n.\n\n3. **SE Ranking** - https://seranking.com/\n   \nMonitors brand mentions across ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, and Gemini, processing over 100 million AI answers each month\n.\n\n4. **Semrush AI Visibility Toolkit** - https://www.semrush.com/\n   \nTracks brand mentions, citations, and sentiment in AI-generated answers across ChatGPT, Perplexity, Gemini, Google AI Mode, and Copilot, paired with SEO, content, and site-audit tools\n.\n\n5. **Dageno AI** - https://dageno.ai/\n   \nProvides end-to-end AI visibility analysis by identifying prompts where competitors appear and the brand is missing, analyzing influencing sources, and turning findings into optimization priorities\n.\n\n6. **Beamtrace** - https://beamtrace.com/\n   \nMonitors when AI platforms mention your brand in their answers, tracking frequency and context across ChatGPT and other AI-powered search systems\n.",
      "brands": [
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound AI",
          "domain": "profound.ai"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Dageno AI",
          "domain": "dageno.ai"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        }
      ],
      "sources": [
        {
          "url": "https://otterly.ai/",
          "domain": "otterly.ai",
          "title": "AI Search Monitoring Tool: Track ChatGPT, Perplexity & Google AIO"
        },
        {
          "url": "https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/",
          "domain": "otterly.ai",
          "title": "Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines"
        },
        {
          "url": "https://www.data-mania.com/blog/best-ai-search-tools-2026/",
          "domain": "data-mania.com",
          "title": "20 Best AI Search Visibility Tools (2026), Ranked"
        },
        {
          "url": "https://technologyadvice.com/blog/information-technology/ai-software/best-ai-search-monitoring-tools/",
          "domain": "technologyadvice.com",
          "title": "Best AI search monitoring tools for 2026"
        },
        {
          "url": "https://dageno.ai/blog/best-tools-for-tracking-brand-mentions-in-ai-search",
          "domain": "dageno.ai",
          "title": "Best Tools for Tracking Brand Mentions in AI Search"
        },
        {
          "url": "https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools",
          "domain": "therankmasters.com",
          "title": "Best AI Visibility Tools for Brand Mention Tracking (2026)"
        },
        {
          "url": "https://dageno.ai/blog/what-are-the-best-ai-search-monitoring-tools",
          "domain": "dageno.ai",
          "title": "What Are the Best AI Search Monitoring Tools? Top Platforms Compared"
        },
        {
          "url": "https://beamtrace.com/solutions/brand-mention-tracker",
          "domain": "beamtrace.com",
          "title": "AI Brand Mention Tracking Tool"
        },
        {
          "url": "https://www.practicalecommerce.com/ai-tools-for-brand-monitoring",
          "domain": "practicalecommerce.com",
          "title": "Platforms & Apps"
        }
      ],
      "searchQueries": [
        "best tool tracking brand mentions AI search answers"
      ]
    },
    {
      "prompt": 2,
      "engine": "ANTHROPIC",
      "run": 2,
      "askedAt": "2026-10-09T01:23:32.184Z",
      "text": "Based on current information, here are the best tools for tracking brand mentions in AI search answers:\n\n1. **\nOtterlyAI\n** - https://otterly.ai\n   \nOne of the most accessible AI search monitoring platforms that tracks brand mentions and citations across AI search platforms such as ChatGPT, Perplexity, Google AI Overviews, and Microsoft Copilot.\n\n\n2. **\nRankability\n** - https://www.rankability.com\n   \nTracks brand mentions and citations across AI search platforms such as ChatGPT, Perplexity, Google AI Overviews\n, and designed specifically for this purpose.\n\n3. **\nSE Ranking's AI Search Toolkit\n** - https://seranking.com\n   \nMonitors brand mentions across ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, and Gemini, and processes over 100 million AI answers each month to track how brands surface in conversational search.\n\n\n4. **\nAllmond\n** - https://allmond.io\n   \nLLM Visibility Tool for SaaS, E-Commerce, and Startups\n that monitors brand appearance in AI-generated answers.\n\n5. **\nPeec AI\n** - https://peec.ai\n   \nSeparates mentions from citations by giving you the source URLs, tracks sentiment, and compares your share of voice against your competitors.\n\n\n6. **\nWritesonic\n** - https://writesonic.com\n   \nHighlights exactly why your brand might be missing from AI-generated answers and provides specific, prioritized steps to fix it.",
      "brands": [
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankability",
          "domain": "rankability.com"
        },
        {
          "name": "SE Ranking's AI Search Toolkit",
          "domain": "seranking.com"
        },
        {
          "name": "Allmond",
          "domain": "allmond.io"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Writesonic",
          "domain": "writesonic.com"
        }
      ],
      "sources": [
        {
          "url": "https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/",
          "domain": "otterly.ai",
          "title": "Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines"
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 Best AI Search Rank Tracking & Visibility Tools for 2026"
        },
        {
          "url": "https://seoprofy.com/blog/ai-search-monitoring-tools/",
          "domain": "seoprofy.com",
          "title": "Best AI Search Monitoring Tools for Marketers in 2026"
        },
        {
          "url": "https://amplitude.com/compare/best-ai-visibility-monitoring-tools",
          "domain": "amplitude.com",
          "title": "The 12 Best AI Visibility Monitoring Tools in 2026"
        },
        {
          "url": "https://www.data-mania.com/blog/best-ai-search-tools-2026/",
          "domain": "data-mania.com",
          "title": "20 Best AI Search Visibility Tools (2026), Ranked"
        },
        {
          "url": "https://visible.seranking.com/blog/best-ai-visibility-tools/",
          "domain": "visible.seranking.com",
          "title": "10 Best AI Visibility Tools You Need to Know In 2026"
        },
        {
          "url": "https://dageno.ai/blog/what-are-the-best-ai-search-monitoring-tools",
          "domain": "dageno.ai",
          "title": "What Are the Best AI Search Monitoring Tools? Top Platforms Compared"
        },
        {
          "url": "https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools",
          "domain": "therankmasters.com",
          "title": "Best AI Visibility Tools for Brand Mention Tracking (2026)"
        },
        {
          "url": "https://www.practicalecommerce.com/ai-tools-for-brand-monitoring",
          "domain": "practicalecommerce.com",
          "title": "Platforms & Apps"
        }
      ],
      "searchQueries": [
        "best tools tracking brand mentions AI search answers"
      ]
    },
    {
      "prompt": 2,
      "engine": "ANTHROPIC",
      "run": 3,
      "askedAt": "2026-10-09T01:24:25.001Z",
      "text": "Here are the best tools for tracking brand mentions in AI search answers, ranked:\n\n1. **Nightwatch**, https://nightwatch.io — \nThe most versatile AI tracking and brand monitoring platform combining LLM monitoring, prompt research, and citation-level sentiment analysis\n.\n\n2. **Otterly AI**, https://otterly.ai — \nThe leading AI-search monitoring solution\n that \nhelps teams monitor brand mentions, website citations, prompt performance, and content gaps from one dedicated platform\n.\n\n3. **Peec AI**, https://peec.ai — \nOne of the strongest specialist platforms in the AI search visibility category, built specifically for tracking how brands appear across AI answer engines including ChatGPT, Perplexity, Gemini, and other AI discovery surfaces\n.\n\n4. **SE Visible**, https://visible.seranking.com — \nTracks how a brand appears in AI-generated answers across ChatGPT, Gemini, Google AI Mode, Google AI Overviews, and Perplexity, covering mentions, share of voice, sentiment, citations, and the domains and URLs those answers lean on\n.\n\n5. **Allmond**, https://allmond.io — \nOffers multi-LLM visibility tracking across ChatGPT, Claude, Gemini, and Perplexity in 67+ countries, with prompt-level monitoring adapted for AI-generated answers\n.\n\n6. **Semrush AI Visibility Toolkit**, https://semrush.com — \nMeasures how often a brand appears in AI-generated answers and which prompts trigger those mentions, reporting which pages AI engines cite as sources\n.",
      "brands": [
        {
          "name": "Nightwatch",
          "domain": "nightwatch.io"
        },
        {
          "name": "Otterly AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "SE Visible",
          "domain": "visible.seranking.com"
        },
        {
          "name": "Allmond",
          "domain": "allmond.io"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/",
          "domain": "otterly.ai",
          "title": "Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines"
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 Best AI Search Rank Tracking & Visibility Tools for 2026"
        },
        {
          "url": "https://nightwatch.io/blog/ai-rank-and-brand-tracking-tools/",
          "domain": "nightwatch.io",
          "title": "7 Best AI Rank and Brand Tracking Tools in 2026"
        },
        {
          "url": "https://www.sitepoint.com/ai-brand-visibility-monitoring-tools/",
          "domain": "sitepoint.com",
          "title": "Choosing an AI Brand Visibility Monitoring Tool in 2026: Options Comparison"
        },
        {
          "url": "https://visible.seranking.com/blog/best-ai-visibility-tools/",
          "domain": "visible.seranking.com",
          "title": "10 Best AI Visibility Tools You Need to Know In 2026"
        },
        {
          "url": "https://technologyadvice.com/blog/information-technology/ai-software/best-ai-search-monitoring-tools/",
          "domain": "technologyadvice.com",
          "title": "Best AI search monitoring tools for 2026"
        },
        {
          "url": "https://dageno.ai/blog/best-tools-for-tracking-brand-mentions-in-ai-search",
          "domain": "dageno.ai",
          "title": "Best Tools for Tracking Brand Mentions in AI Search"
        },
        {
          "url": "https://siftly.ai/blog/best-tools-track-brand-mentions-ai-search-results-2026",
          "domain": "siftly.ai",
          "title": "How to Track Brand Mentions in AI Search (2026 Guide)"
        },
        {
          "url": "https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools",
          "domain": "therankmasters.com",
          "title": "Best AI Visibility Tools for Brand Mention Tracking (2026)"
        }
      ],
      "searchQueries": [
        "best tool tracking brand mentions AI search answers 2026"
      ]
    },
    {
      "prompt": 2,
      "engine": "PERPLEXITY",
      "run": 1,
      "askedAt": "2026-10-09T01:22:43.189Z",
      "text": "1. **Profound** — profound.io — Best overall for enterprise-grade tracking of brand mentions, rankings, citations, and share of voice across major AI search engines.[1]\n\n2. **Peec AI** — peec.ai — Strong choice for scheduled prompt tracking and competitive benchmarking across ChatGPT, Perplexity, and other AI platforms.[1]\n\n3. **Otterly.AI** — otterly.ai — Practical, focused monitoring for recurring brand mentions, rankings, and citations in AI-generated answers.[1]\n\n4. **Ahrefs Brand Radar** — ahrefs.com — Best for SEO teams that want AI-search visibility data integrated into their existing Ahrefs workflow; it covers ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews.[3]\n\n5. **Moz AI Visibility** — moz.com — Good option for teams already using Moz that want to track brand appearances in ChatGPT, Gemini, and Google AI Mode.[4]\n\n6. **AIclicks** — aiclicks.io — Useful for prompt-level analysis showing where a brand appears in AI answers and which sources influence those responses.[6]\n\n7. **Brand24** — brand24.com — Best if AI-answer monitoring needs to be combined with broad social, news, forum, podcast, blog, and review monitoring.[7]",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.io"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Moz AI Visibility",
          "domain": "moz.com"
        },
        {
          "name": "AIclicks",
          "domain": "aiclicks.io"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
      ],
      "sources": [
        {
          "url": "https://listenlabs.com/articles/best-ai-powered-brand-monitoring/",
          "domain": "listenlabs.com",
          "title": "Best AI Brand Monitoring Tools for 2026"
        },
        {
          "url": "https://maxaeo.ai/blog/best-tools-to-track-brand-mentions-in-ai-search-2026-chatgpt-perplexity-ai-overviews-compared/",
          "domain": "maxaeo.ai",
          "title": "Best Tools to Track Brand Mentions in AI Search (2026 ..."
        },
        {
          "url": "https://www.vismore.ai/blog/track-brand-mentions-ai-search",
          "domain": "vismore.ai",
          "title": "Best Ways to Track Brand Mentions in AI Search (2026 Guide + 750 ..."
        },
        {
          "url": "https://moz.com/blog/best-brand-monitoring-tools",
          "domain": "moz.com",
          "title": "I Tested 15 of the Best Brand Monitoring Tools: Here Are My Top 8 ..."
        },
        {
          "url": "https://www.gumloop.com/blog/brand-mentions-tool",
          "domain": "gumloop.com",
          "title": "8 best brand mention tools I'm using in 2026 (free + paid)"
        },
        {
          "url": "https://builtin.com/articles/track-brand-mentions-ai-search",
          "domain": "builtin.com",
          "title": "Track Brand Mentions in AI Search: Tools and Methods | Built In"
        },
        {
          "url": "https://slatehq.com/blog/best-ai-brand-monitoring-tools",
          "domain": "slatehq.com",
          "title": "Compare the best AI brand monitoring tools in 2026. See features ..."
        },
        {
          "url": "https://siftly.ai/blog/best-ai-brand-monitoring-tools-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        },
        {
          "url": "https://listenlabs.com/articles/best-ai-brand-tracking-guide/",
          "domain": "listenlabs.com",
          "title": "AI-Powered Brand Tracking Software: 2026 Buyer's Guide"
        },
        {
          "url": "https://www.sitepoint.com/ai-brand-visibility-monitoring-tools/",
          "domain": "sitepoint.com",
          "title": "Choosing an AI Brand Visibility Monitoring Tool in 2026 - SitePoint"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 2,
      "engine": "PERPLEXITY",
      "run": 2,
      "askedAt": "2026-10-09T01:23:31.798Z",
      "text": "1. **Profound** — https://www.tryprofound.com/  \n   Best overall for enterprise-grade tracking of brand mentions, rankings, citations, and share of voice across AI search engines.[1][2]\n\n2. **Peec AI** — https://peec.ai/  \n   Strong choice for scheduled buyer-prompt tracking across ChatGPT, Perplexity, and other AI platforms.[1]\n\n3. **Otterly.AI** — https://otterly.ai/  \n   Practical, focused monitoring for brand mentions and visibility in AI-generated answers.[1][2]\n\n4. **Ahrefs Brand Radar** — https://ahrefs.com/brand-radar  \n   Best for SEO teams that want AI-search visibility data integrated with their existing Ahrefs workflow.[3][5]\n\n5. **Moz AI Visibility** — https://moz.com/products/ai-visibility  \n   Useful for tracking how brands appear across ChatGPT, Gemini, and Google AI Mode.[4]\n\n6. **Aiclicks** — https://www.aiclicks.io/  \n   Good for prompt-level analysis showing where brands appear and which sources influence AI answers.[6]\n\n7. **Brand24** — https://brand24.com/  \n   Best for combining AI-related monitoring with broad coverage of social, news, blogs, forums, podcasts, and reviews.[7]\n\n**Best pick:** **Profound** for comprehensive enterprise tracking; **Otterly.AI** for a simpler, more focused monitoring tool.",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Moz AI Visibility",
          "domain": "moz.com"
        },
        {
          "name": "Aiclicks",
          "domain": "aiclicks.io"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
      ],
      "sources": [
        {
          "url": "https://listenlabs.com/articles/best-ai-powered-brand-monitoring/",
          "domain": "listenlabs.com",
          "title": "Best AI Brand Monitoring Tools for 2026"
        },
        {
          "url": "https://maxaeo.ai/blog/best-tools-to-track-brand-mentions-in-ai-search-2026-chatgpt-perplexity-ai-overviews-compared/",
          "domain": "maxaeo.ai",
          "title": "Best Tools to Track Brand Mentions in AI Search (2026 ..."
        },
        {
          "url": "https://www.vismore.ai/blog/track-brand-mentions-ai-search",
          "domain": "vismore.ai",
          "title": "Best Ways to Track Brand Mentions in AI Search (2026 Guide + 750 ..."
        },
        {
          "url": "https://moz.com/blog/best-brand-monitoring-tools",
          "domain": "moz.com",
          "title": "I Tested 15 of the Best Brand Monitoring Tools: Here Are My Top 8 ..."
        },
        {
          "url": "https://www.gumloop.com/blog/brand-mentions-tool",
          "domain": "gumloop.com",
          "title": "8 best brand mention tools I'm using in 2026 (free + paid)"
        },
        {
          "url": "https://builtin.com/articles/track-brand-mentions-ai-search",
          "domain": "builtin.com",
          "title": "Track Brand Mentions in AI Search: Tools and Methods | Built In"
        },
        {
          "url": "https://slatehq.com/blog/best-ai-brand-monitoring-tools",
          "domain": "slatehq.com",
          "title": "Compare the best AI brand monitoring tools in 2026. See features ..."
        },
        {
          "url": "https://siftly.ai/blog/best-ai-brand-monitoring-tools-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        },
        {
          "url": "https://listenlabs.com/articles/best-ai-brand-tracking-guide/",
          "domain": "listenlabs.com",
          "title": "AI-Powered Brand Tracking Software: 2026 Buyer's Guide"
        },
        {
          "url": "https://www.sitepoint.com/ai-brand-visibility-monitoring-tools/",
          "domain": "sitepoint.com",
          "title": "Choosing an AI Brand Visibility Monitoring Tool in 2026 - SitePoint"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 2,
      "engine": "PERPLEXITY",
      "run": 3,
      "askedAt": "2026-10-09T01:24:21.749Z",
      "text": "1. **Profound** — https://www.getprofound.com/ — Best overall for enterprise teams tracking brand mentions, rankings, citations, sentiment, and share of voice across major AI search platforms.[1]\n\n2. **Peec AI** — https://peec.ai/ — Strong choice for scheduled prompt monitoring and competitive benchmarking across ChatGPT, Perplexity, and other AI engines.[1]\n\n3. **Otterly.AI** — https://otterly.ai/ — Good for straightforward, recurring checks of brand visibility and mentions in AI-generated answers.[1]\n\n4. **Ahrefs Brand Radar** — https://ahrefs.com/brand-radar — Best for SEO teams already using Ahrefs and wanting AI visibility data alongside traditional search analytics.[3]\n\n5. **Moz AI Visibility** — https://moz.com/products/ai-visibility — Useful for tracking how brands appear in ChatGPT, Gemini, and Google AI Mode.[4]\n\n6. **AIclicks** — https://aiclicks.io/ — Best for prompt-level analysis showing where a brand appears and which sources influence AI answers.[6]\n\n7. **Brand24** — https://brand24.com/ — A broader brand-monitoring option covering social, news, forums, reviews, podcasts, and other online sources in addition to AI-related mentions.[7]",
      "brands": [
        {
          "name": "Profound",
          "domain": "getprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Moz AI Visibility",
          "domain": "moz.com"
        },
        {
          "name": "AIclicks",
          "domain": "aiclicks.io"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
      ],
      "sources": [
        {
          "url": "https://listenlabs.com/articles/best-ai-powered-brand-monitoring/",
          "domain": "listenlabs.com",
          "title": "Best AI Brand Monitoring Tools for 2026"
        },
        {
          "url": "https://maxaeo.ai/blog/best-tools-to-track-brand-mentions-in-ai-search-2026-chatgpt-perplexity-ai-overviews-compared/",
          "domain": "maxaeo.ai",
          "title": "Best Tools to Track Brand Mentions in AI Search (2026 ..."
        },
        {
          "url": "https://www.vismore.ai/blog/track-brand-mentions-ai-search",
          "domain": "vismore.ai",
          "title": "Best Ways to Track Brand Mentions in AI Search (2026 Guide + 750 ..."
        },
        {
          "url": "https://moz.com/blog/best-brand-monitoring-tools",
          "domain": "moz.com",
          "title": "I Tested 15 of the Best Brand Monitoring Tools: Here Are My Top 8 ..."
        },
        {
          "url": "https://www.gumloop.com/blog/brand-mentions-tool",
          "domain": "gumloop.com",
          "title": "8 best brand mention tools I'm using in 2026 (free + paid)"
        },
        {
          "url": "https://builtin.com/articles/track-brand-mentions-ai-search",
          "domain": "builtin.com",
          "title": "Track Brand Mentions in AI Search: Tools and Methods | Built In"
        },
        {
          "url": "https://slatehq.com/blog/best-ai-brand-monitoring-tools",
          "domain": "slatehq.com",
          "title": "Compare the best AI brand monitoring tools in 2026. See features ..."
        },
        {
          "url": "https://siftly.ai/blog/best-ai-brand-monitoring-tools-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        },
        {
          "url": "https://listenlabs.com/articles/best-ai-brand-tracking-guide/",
          "domain": "listenlabs.com",
          "title": "AI-Powered Brand Tracking Software: 2026 Buyer's Guide"
        },
        {
          "url": "https://www.sitepoint.com/ai-brand-visibility-monitoring-tools/",
          "domain": "sitepoint.com",
          "title": "Choosing an AI Brand Visibility Monitoring Tool in 2026 - SitePoint"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 2,
      "engine": "GEMINI",
      "run": 1,
      "askedAt": "2026-10-09T01:22:44.277Z",
      "text": "1. **Profound**  \n   [profound.com](https://www.profound.com)  \n   Best for enterprise-grade analytics, tracking share-of-voice, product mentions, and AI search volumes across major LLMs.\n\n2. **Otterly.AI**  \n   [otterly.ai](https://www.otterly.ai)  \n   An accessible, user-friendly tool built for tracking prompts, brand mentions, and citation URLs specifically in ChatGPT, Perplexity, and Gemini.\n\n3. **Peec AI**  \n   [peec.ai](https://www.peec.ai)  \n   Focused explicitly on AI search analytics, providing clean reporting on visibility, competitor positioning, and source citations.\n\n4. **PromptWatch**  \n   [promptwatch.ai](https://www.promptwatch.ai)  \n   Tracks how specific prompts behave across various generative models, helping teams audit exact brand sentiment and context.\n\n5. **LLMrefs**  \n   [llmrefs.com](https://llmrefs.com)  \n   Provides straightforward keyword-level and prompt-based tracking for monitoring brand citations and positioning in conversational search engines.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "PromptWatch",
          "domain": "promptwatch.ai"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHr4oTygWCkjp7UTBq0PTSkc6fsKeOFXjzdVpi1A2vmHj6imXmfC1MOKG47s9ZHYw1pVzqhIlRz2ai0LOoL31xB0DZMNh0lOwex-hYdys4rbtxFhJBjlK6xSSYi2CObnkSy5MwG2axOJ_VBpzCvyBE1akdDqOnS0Kv_i_kYm9ix1APiHyaxD-lOcmdpCH4Qtmt3kXQaE2cCq5BGrEKSVmoihxtb-777M9Anww==",
          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFnk3loPoKcBYtybzZjXcuCfBuD-1zsi58VL5A1PuQ1tPvo254NYSwuevyMobshvgbQwUYR-nfHPJ8z1hoxsVodXKJb97FeAJ2Cikfykv6dybcX1h5SWjqYGjEl10U3FN_xaSGwruuXGY_kh9Z5JShzkevb-vilf-0hZZkXX_ZsoA==",
          "domain": "answersocrates.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEm3VfztqTK48lsRSkfeZUjW6AbJLn7o-eNZYHf5OdvVOOrRWVoeCETnO4LpIzBsWsDXLllRjF6jvlSSB80TzuSwbTVhCrkDcMBd9bpN1bYJeK_WD-fryfcoeRH3Ix3JdRxILNTsQ4GjfSn7-LE9-dL5Suq-Yh-5TMg2Iyt1qda",
          "domain": "limy.ai"
        }
      ],
      "searchQueries": [
        "best tools for tracking brand mentions in AI search answers AIO SEO",
        "AI search visibility tracking tool GEO generative engine optimization"
      ]
    },
    {
      "prompt": 2,
      "engine": "GEMINI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:36.077Z",
      "text": "1. **Semrush (AI Visibility Toolkit)**\n   - Website: [semrush.com](https://www.semrush.com)\n   - Unifies traditional SEO keyword data with dedicated LLM tracking and brand mention monitoring across major AI search engines.\n\n2. **Ahrefs (Brand Radar)**\n   - Website: [ahrefs.com](https://ahrefs.com)\n   - Connects an established SEO web-crawling database with AI visibility checks to see which domains and pages are cited alongside your brand.\n\n3. **Profound**\n   - Website: [tryprofound.com](https://www.tryprofound.com)\n   - Built for enterprise answer engine optimization, mapping real user prompt interactions and deep competitor share-of-voice metrics.\n\n4. **Otterly.ai**\n   - Website: [otterly.ai](https://www.otterly.ai)\n   - Focuses on fixed-prompt tracking daily, providing straightforward and cost-effective monitoring for brand mentions and linked citations.\n\n5. **Peec AI**\n   - Website: [peec.ai](https://www.peec.ai)\n   - Allows flexible prompt allocation and multi-brand project tracking across diverse generative models with clear stakeholder reports.\n\n6. **Search Atlas (LLM Visibility Tracker)**\n   - Website: [searchatlas.com](https://searchatlas.com)\n   - Tracks monthly brand mentions, sentiment shifts, and share-of-voice inside complex AI-powered chatbot and search responses.",
      "brands": [
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs",
          "domain": "ahrefs.com"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Search Atlas",
          "domain": "searchatlas.com"
        }
      ],
      "sources": [
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHRs0I96-CY6l-GUPPlcIgpA8bG_ie5QtnS3WpdmHYlsZvvYo_3JXmV5AgB8maQFIQufLyDZvPMryuql7hcmXEKdHkdmkSkstV_oe2mef873bVNL6G0G_ej0xGkw_jHqSF_MF0imQ==",
          "domain": "zapier.com"
        },
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHNg-c9fpoPRGYEaPkgcru0LaG72n6m9UlkwnFMFx-NyrU7L6tFsr9ONnAq2kLogkYNZIYW4RhS3qgBNls9dM0rYHkmaYcEyxYQlFb5s9pxN_27XAqyhQUWG1mzn12JEGaFBYETdZI5Zdem_KWfSwPyXTfKeI_i9YF6wgYk",
          "domain": "semrush.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEAYW0QSjJ0-JFfuoC7rK0BwYnvdYz7uEHCyx4wWhu7oJ1iqoqxleq5Ab_CpK68VPjQH_XGqFA7Va4wxVjrlxzX6rNlxXiYSxleniNEzsXR_haHyGJjZ5aU6OzOO8c=",
          "domain": "ahrefs.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEMPpcVmEnDqNlORv8UMTvd1ay-EwsbUueta-VTjgITbxW2NFXxCbrWSLwaaJ_7UEQwX7K8CegF34IwmMtxEsOFOqh55jSdHSrZAGM0C_CQQpkEV0vpiWEXXSpkQkknst_f6b7vgMvyBuZZWnruafYqCVwaP--Q6c78Rjhf",
          "domain": "dageno.ai"
        },
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEViphPqBy0sJvrQfLykLg7HtdW_y-XmXydtAnhKfGs6k7LIHziJjBAXrpbeMqX6_0LgHKGPyzk_GppDPKq93U55UxOZ9b_xM8_zAeNh_XC4T9RHbbSxLOXlkwizrVfpL8Xp_oTCNnyD-s7QoB2PTeP-e6cEKPyFcpvZwneBCl4wReCKHdRlnN89IN4hGEzCTDQvUNJ1w2vg63J17g=",
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      "searchQueries": [
        "tool for tracking brand mentions in AI search answers GEO AI optimization",
        "AI brand mention tracking tools LLM monitoring SEO"
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    {
      "prompt": 2,
      "engine": "GEMINI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:25.541Z",
      "text": "1. **Dageno AI** - [dageno.ai](https://www.dageno.ai)  \n   Best for SEO teams that need to bridge monitoring with content execution by connecting prompts, competitor citations, and content gap analysis.\n\n2. **Profound** - [tryprofound.com](https://www.tryprofound.com)  \n   An enterprise-grade choice delivering deep prompt intelligence, market analysis, and source tracking across major LLMs.\n\n3. **SE Ranking** - [seranking.com](https://seranking.com)  \n   Provides a robust Generative Engine Optimization (GEO) tracking tool to monitor brand mentions, links, and competitor share of voice in ChatGPT, Gemini, Perplexity, and AI Mode.\n\n4. **SEOmonitor** - [seomonitor.com](https://www.seomonitor.com)  \n   Ideal for tracking Google AI Overviews daily, featuring automatic competitor detection, volume-weighted visibility metrics, and permanent content snapshots.\n\n5. **Otterly.ai** - [otterly.ai](https://www.otterly.ai)  \n   A practical, low-friction starting point for small businesses and agencies wanting straightforward tracking of brand mentions and AI-search citations.\n\n6. **TopCited AI** - [topcited.ai](https://www.topcited.ai)  \n   Combines scheduled assistant monitoring with a core content optimizer that scores web pages and generates actionable AI citation rewrites.",
      "brands": [
        {
          "name": "Dageno AI",
          "domain": "dageno.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "SEOmonitor",
          "domain": "seomonitor.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "TopCited AI",
          "domain": "topcited.ai"
        }
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          "domain": "tryprofound.com"
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          "domain": "seomonitor.com"
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        "tool for tracking brand mentions in AI search answers GEO AIO SEO",
        "AI search tracking tools brand mentions generative engine optimization"
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    },
    {
      "prompt": 2,
      "engine": "GROK",
      "run": 1,
      "askedAt": "2026-10-09T01:22:53.034Z",
      "text": "**1. Peec AI**  \nhttps://peec.ai  \nBest overall for most marketing teams in 2026 with flexible engine selection (ChatGPT, Perplexity, Gemini and more), daily tracking of mentions/position/sentiment, and strong reporting at ~$95/mo entry.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**2. Otterly.ai**  \nhttps://otterly.ai  \nTop budget option for reliable daily prompt-based monitoring across ChatGPT, Perplexity, Google AI Overviews, Copilot and add-ons, starting at $29/mo.[[2]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)\n\n**3. Profound**  \nhttps://tryprofound.com  \nStrongest enterprise-grade platform for deep analytics, competitor benchmarking, sentiment, citations, and broad engine coverage (10+ models).[[2]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)\n\n**4. Semrush AI Visibility Toolkit**  \nhttps://semrush.com  \nExcellent integrated choice for SEO teams, tracking mentions/share of voice across ChatGPT, Perplexity, Gemini, and Google AI surfaces alongside full SEO tools (from ~$99+ add-on).[[3]](https://sonary.com/content/how-to-check-if-ai-tools-recommend-your-brand/)\n\n**5. Ahrefs Brand Radar**  \nhttps://ahrefs.com  \nPowerful for SEO/content teams with AI mention tracking backed by a large web index, covering ChatGPT, Perplexity, Gemini, Copilot and more.[[3]](https://sonary.com/content/how-to-check-if-ai-tools-recommend-your-brand/)\n\n**6. Scrunch AI**  \nhttps://scrunch.ai  \nEffective for mid-market teams needing monitoring plus AI agent content optimization and high-frequency tracking across major engines.[[4]](https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools)\n\n**7. Writesonic Visibility Tracker**  \nhttps://writesonic.com  \nSolid for content teams already using Writesonic, combining mention/citation/sentiment tracking with built-in content tools across 10 platforms.[[2]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        },
        {
          "name": "Writesonic Visibility Tracker",
          "domain": "writesonic.com"
        }
      ],
      "sources": [
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools",
          "domain": "deepsmith.ai"
        },
        {
          "url": "https://sonary.com/content/how-to-check-if-ai-tools-recommend-your-brand/",
          "domain": "sonary.com"
        },
        {
          "url": "https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools",
          "domain": "therankmasters.com"
        }
      ],
      "searchQueries": [
        "best tools for tracking brand mentions in AI search answers ChatGPT Perplexity Gemini",
        "AI brand monitoring tools LLM mentions tracking 2026",
        "top platforms for monitoring brand in AI-generated search results"
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    },
    {
      "prompt": 2,
      "engine": "GROK",
      "run": 2,
      "askedAt": "2026-10-09T01:23:43.620Z",
      "text": "**1. Peec AI**  \nhttps://peec.ai  \nBest overall for most marketing teams with daily prompt tracking, flexible engine choice (3+ of your selection), visibility/position/sentiment metrics, and strong competitor benchmarking.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**2. Profound**  \nhttps://tryprofound.com  \nTop enterprise pick with broadest coverage (up to 9–15+ engines), deep citation/sentiment/share-of-voice data, prompt volumes, and agent analytics.[[2]](https://eseospace.com/blog/ai-answer-presence-tracking-platforms/)\n\n**3. Otterly.ai**  \nhttps://otterly.ai  \nBest budget-friendly option starting at ~$29/mo, offering simple daily tracking of mentions, citations, and share of voice across ChatGPT, Perplexity, AI Overviews, and more.[[3]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)\n\n**4. Semrush AI Visibility Toolkit**  \nhttps://semrush.com  \nStrong integrated choice for SEO teams, covering ChatGPT/Gemini/Perplexity/AI Overviews with AI Visibility Score, prompt tracking, and full SEO toolkit in one platform.[[2]](https://eseospace.com/blog/ai-answer-presence-tracking-platforms/)\n\n**5. Ahrefs Brand Radar**  \nhttps://ahrefs.com  \nExcellent for large-scale benchmarking, tracking brand mentions/citations across multiple AI engines plus web data for existing Ahrefs users.[[3]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)\n\n**6. AthenaHQ**  \nhttps://athenahq.com  \nSolid mid-market option with multi-engine monitoring (including Grok), recommendation rates, competitor benchmarking, and workflow/action features.[[3]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools)",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.com"
        }
      ],
      "sources": [
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://eseospace.com/blog/ai-answer-presence-tracking-platforms/",
          "domain": "eseospace.com"
        },
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools",
          "domain": "deepsmith.ai"
        }
      ],
      "searchQueries": [
        "best tools for tracking brand mentions in AI search answers",
        "AI search monitoring tools brand mentions 2026",
        "tools to track mentions in ChatGPT Perplexity Grok answers"
      ]
    },
    {
      "prompt": 2,
      "engine": "GROK",
      "run": 3,
      "askedAt": "2026-10-09T01:24:37.183Z",
      "text": "**1. Peec AI** https://peec.ai  \nBest overall for most marketing teams with flexible engine selection, daily tracking, sentiment, sources, and competitive benchmarking from $95/mo.\n\n**2. Otterly.ai** https://otterly.ai  \nTop budget option for reliable daily monitoring across ChatGPT, Perplexity, Google AI Overviews, and Copilot starting at $29/mo.\n\n**3. Profound** https://tryprofound.com  \nLeading enterprise tracker with the deepest coverage across up to 10+ AI engines, sentiment, and real-user prompt data.\n\n**4. Semrush AI Visibility Toolkit** https://semrush.com  \nStrong integrated choice for SEO teams already on Semrush, tracking mentions and citations in major AI answers from $99/mo.\n\n**5. Ahrefs Brand Radar** https://ahrefs.com  \nExcellent for users of Ahrefs with solid AI mention, citation, and share-of-voice tracking across six+ engines.\n\n**6. Scrunch AI** https://scrunch.ai  \nGreat mid-market option with strong multi-engine coverage, citation analysis, and AI agent/crawler insights from ~$250/mo.",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.sona.com/blog/6-best-tools-to-track-brand-mentions-across-ai-search/",
          "domain": "sona.com"
        },
        {
          "url": "https://rankscope.ai/blog/ai-brand-monitoring",
          "domain": "rankscope.ai"
        },
        {
          "url": "https://www.trustsignals.com/blog/the-top-12-tools-for-measuring-ai-visibility-and-brand-mentions-in-llms-2026",
          "domain": "trustsignals.com"
        },
        {
          "url": "https://solcrys.com/best-tools-to-track-brand-visibility-in-chatgpt/",
          "domain": "solcrys.com"
        },
        {
          "url": "https://rankry.ai/blog/best-ai-visibility-tools/",
          "domain": "rankry.ai"
        },
        {
          "url": "https://hustlemarketers.com/chatgpt-rank-tracking/",
          "domain": "hustlemarketers.com"
        },
        {
          "url": "https://stacker.com/resources/25-llm-visibility-tracking-tools-and-which-your-brand-should-use-",
          "domain": "stacker.com"
        },
        {
          "url": "https://searchnstuff.co.uk/blog/top-ai-visibility-tracking-tools/",
          "domain": "searchnstuff.co.uk"
        },
        {
          "url": "https://onelittleweb.com/top-tools/llm-tracking-tools/",
          "domain": "onelittleweb.com"
        },
        {
          "url": "https://www.crawloria.com/blog/best-ai-brand-monitoring-tools-2026",
          "domain": "crawloria.com"
        },
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools",
          "domain": "deepsmith.ai"
        },
        {
          "url": "https://www.mentionbird.ai/blog/best-ai-brand-monitoring-tools",
          "domain": "mentionbird.ai"
        },
        {
          "url": "https://www.unite.ai/best-ai-visibility-tools/",
          "domain": "unite.ai"
        },
        {
          "url": "https://www.lilbigthings.com/post/best-ai-visibility-tools-in-2026-12-platforms-compared",
          "domain": "lilbigthings.com"
        },
        {
          "url": "https://brand24.com/blog/ai-brand-visibility-tracking-tools/",
          "domain": "brand24.com"
        },
        {
          "url": "https://www.cognizo.ai/blog/best-tools-for-real-time-ai-brand-mention",
          "domain": "cognizo.ai"
        },
        {
          "url": "https://www.paraphraselabs.com/blog/how-to-track-whether-ai-mentions-your-brand",
          "domain": "paraphraselabs.com"
        },
        {
          "url": "https://tryprefer.com/best/ai-visibility-tools/",
          "domain": "tryprefer.com"
        },
        {
          "url": "https://www.lilachbullock.com/best-ai-visibility-tools/",
          "domain": "lilachbullock.com"
        },
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://www.xseek.io/blogs/articles/20-best-tools-to-track-llm-chat-visibility-in-2026",
          "domain": "xseek.io"
        },
        {
          "url": "https://brandclickx.com/top-5-ai-visibility-tools/",
          "domain": "brandclickx.com"
        },
        {
          "url": "https://www.get-ryze.ai/blog/ai-citation-tracking-best-tools-to-monitor-brand-mentions-in-2026",
          "domain": "get-ryze.ai"
        },
        {
          "url": "https://promptwatch.com/blog/best-llm-rank-tracker",
          "domain": "promptwatch.com"
        },
        {
          "url": "https://www.therankmasters.com/insights/ai-visibility/ai-brand-mention-tracking-tools",
          "domain": "therankmasters.com"
        },
        {
          "url": "https://www.radyant.io/comparison/best-ai-brand-mention-tracking-tools",
          "domain": "radyant.io"
        },
        {
          "url": "https://www.datashake.com/blog/the-24-best-brand-monitoring-tools-in-2026",
          "domain": "datashake.com"
        },
        {
          "url": "https://toolradar.com/guides/best-ai-brand-monitoring-tools",
          "domain": "toolradar.com"
        },
        {
          "url": "https://derivatex.agency/blog/best-ai-brand-monitoring-tools-chatgpt-gemini-perplexity/",
          "domain": "derivatex.agency"
        }
      ],
      "searchQueries": [
        "best tools for tracking brand mentions in AI search answers ChatGPT Perplexity 2026",
        "AI search mention monitoring tools brand tracking",
        "top platforms to track brand visibility in AI answers"
      ]
    },
    {
      "prompt": 2,
      "engine": "AI_OVERVIEW",
      "run": 1,
      "askedAt": "2026-10-10T15:15:41.830Z",
      "text": "The best tool depends on your specific use case, budget, and which platforms you need to monitor:[[1]](https://ai.growthgear.com.au/ai-tools/best-ai-search-monitoring-tools/)\n\n- **Best Dedicated Workflows:** **Profound** and **Otterly.ai** lead for specialized AI search visibility, citation source analysis, and prompt-based tracking across LLMs.[[1]](https://metaflow.life/blog/best-ai-brand-monitoring-tools)[[2]](https://ai.growthgear.com.au/ai-tools/best-ai-search-monitoring-tools/)\n- **Best Value for Existing SEO Stacks:** **Semrush** (via its AI Visibility/Overview tools) and **SE Ranking** offer strong tracking for teams already using their traditional SEO platforms.[[1]](https://thesocialcat.com/blog/7-best-ai-overviews-trackers-that-show-where-your-brand-appears-in-2026)[[2]](https://ai.growthgear.com.au/ai-tools/best-ai-search-monitoring-tools/)\n- **Best All-in-One Unified Tracking:** **Keyword.com** combines traditional Google SERPs with multi-model LLM tracking (ChatGPT, Perplexity, Gemini, Claude, and Copilot) starting around $26/month.[[1]](https://keyword.com/blog/best-search-visibility-tools-for-google-and-ai-search/)\n- **Best Enterprise Visibility & Analytics:** **BrightEdge** provides deep enterprise-grade AI dashboards and content intelligence.[[1]](https://ai.growthgear.com.au/ai-tools/best-ai-search-monitoring-tools/)\n- **Best for Revenue Attribution:** **Topify** natively connects AI citations and multi-model brand mentions directly to Google Analytics 4 and Shopify revenue data.[[1]](https://topify.ai/blog/best-ai-answer-tracking-tools)\n\nIf you'd like, let me know:\n\n- What **AI platforms** (e.g., ChatGPT, Perplexity, Google AI Overviews) you care about most\n- Your **approximate monthly budget** \n\nI can narrow down the best tool option for your team.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "Keyword.com",
          "domain": "keyword.com"
        },
        {
          "name": "BrightEdge",
          "domain": "brightedge.com"
        },
        {
          "name": "Topify",
          "domain": "topify.ai"
        }
      ],
      "sources": [
        {
          "url": "https://ai.growthgear.com.au/ai-tools/best-ai-search-monitoring-tools/",
          "domain": "ai.growthgear.com.au",
          "title": "Best AI Search Monitoring Tools for 2026 | AI Insights"
        },
        {
          "url": "https://metaflow.life/blog/best-ai-brand-monitoring-tools",
          "domain": "metaflow.life",
          "title": "Best AI Brand Monitoring Tools for Tracking Mentions Across ..."
        },
        {
          "url": "https://topify.ai/blog/best-ai-answer-tracking-tools",
          "domain": "topify.ai",
          "title": "The Best AI Answer Tracking Tools in 2026 - Topify"
        },
        {
          "url": "https://keyword.com/blog/best-search-visibility-tools-for-google-and-ai-search/",
          "domain": "keyword.com",
          "title": "5 Best Search Visibility Tools That Track Google and AI in One Place"
        },
        {
          "url": "https://thesocialcat.com/blog/7-best-ai-overviews-trackers-that-show-where-your-brand-appears-in-2026",
          "domain": "thesocialcat.com",
          "title": "Best Google AI Overviews Tracking Tools to Try in 2026"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 3,
      "engine": "OPENAI",
      "run": 1,
      "askedAt": "2026-10-09T01:22:53.156Z",
      "text": "1. **Arize AI** — https://arize.com/  \n   Best-in-class AI/ML observability for SaaS: scalable prediction-level monitoring, drift & root-cause tools, and broad integrations for LLMs and models. ([arize.com](https://arize.com/?utm_source=openai))\n\n2. **Fiddler AI** — https://www.fiddler.ai/  \n   Strong enterprise AI observability + explainability and bias/fairness tooling geared to production LLMs and model governance. ([fiddler.ai](https://www.fiddler.ai/ai-observability?utm_source=openai))\n\n3. **SUPERWISE** — https://superwise.ai/  \n   Real‑time model monitoring, policy-driven governance and audit trails designed for enterprise AI ops and compliance. ([superwise.ai](https://superwise.ai/observability/?utm_source=openai))\n\n4. **Datadog (LLM/AI Observability)** — https://www.datadoghq.com/  \n   Widely used observability platform that now includes LLM/agent monitoring and anomaly detection integrated with full-stack telemetry. ([investors.datadoghq.com](https://investors.datadoghq.com/node/15051/pdf?utm_source=openai))\n\n5. **WhyLabs** — https://whylabs.ai/  \n   Data and ML observability focused on data quality and drift alerts — good for SaaS teams that need strong data‑centric monitoring feeding model health. ([futureagi.com](https://futureagi.com/blog/best-saas-ai-observability-tools/?utm_source=openai))\n\n6. **(Honorable mention) Indexly / MentionBird / niche AI‑visibility tools** — (company sites vary)  \n   Some vendors specialize in AI answer/brand visibility across AI search agents (useful if your priority is how your SaaS shows up in ChatGPT/Perplexity/Gemini answers rather than model health). ([spottlo.com](https://spottlo.com/blog/best-ai-visibility-tracking-tools?utm_source=openai))\n\nNotes: I interpreted “AI visibility tracking” as tracking model/LLM behavior and health in production (observability). If you meant tracking how your brand/content appears inside AI search/answer engines (ChatGPT, Perplexity, Gemini), say so and I’ll rank tools focused on AI search visibility specifically.",
      "brands": [
        {
          "name": "Arize AI",
          "domain": "arize.com"
        },
        {
          "name": "Fiddler AI",
          "domain": "fiddler.ai"
        },
        {
          "name": "SUPERWISE",
          "domain": "superwise.ai"
        },
        {
          "name": "Datadog",
          "domain": "datadoghq.com"
        },
        {
          "name": "WhyLabs",
          "domain": "whylabs.ai"
        }
      ],
      "sources": [
        {
          "url": "https://arize.com/?utm_source=openai",
          "domain": "arize.com",
          "title": "Agent Observability, Evaluation & Improvement Platform | Arize AI"
        },
        {
          "url": "https://www.fiddler.ai/ai-observability?utm_source=openai",
          "domain": "fiddler.ai",
          "title": "AI Observability and Security Platform | Fiddler AI"
        },
        {
          "url": "https://superwise.ai/observability/?utm_source=openai",
          "domain": "superwise.ai",
          "title": "Enterprise AI Observability | Telemetry | SUPERWISE | SUPERWISE"
        },
        {
          "url": "https://investors.datadoghq.com/node/15051/pdf?utm_source=openai",
          "domain": "investors.datadoghq.com",
          "title": "Datadog Expands LLM Observability with New Capabilities to Monitor Agentic AI, Accelerate Development and Improve Model Performance"
        },
        {
          "url": "https://futureagi.com/blog/best-saas-ai-observability-tools/?utm_source=openai",
          "domain": "futureagi.com",
          "title": "Best AI Observability Tools for SaaS 2026"
        },
        {
          "url": "https://spottlo.com/blog/best-ai-visibility-tracking-tools?utm_source=openai",
          "domain": "spottlo.com",
          "title": "The best AI visibility tracking tools (2026) | Spottlo"
        }
      ],
      "searchQueries": [
        "AI visibility tracking tool SaaS company best tools 2026",
        "AI observability platforms for SaaS companies model monitoring tools list 2026",
        "Fiddler AI observability platform product website",
        "Arize AI observability product website",
        "WhyLabs AI observability product website",
        "Superwise AI monitoring product website",
        "Datadog AI observability product website"
      ]
    },
    {
      "prompt": 3,
      "engine": "OPENAI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:44.898Z",
      "text": "1. **Fiddler AI** — https://www.fiddler.ai/  \n   Best-in-class enterprise AI observability and governance (real‑time monitoring, bias detection, root‑cause diagnostics) for production LLMs and agentic systems. ([fiddler.ai](https://www.fiddler.ai/?utm_source=openai))\n\n2. **Arize AI** — https://arize.com/  \n   Strong ML/LLM observability focused on embedding drift, unstructured data monitoring, and automated root‑cause workflows for production models. ([arize.com](https://arize.com/products/embeddings/?utm_source=openai))\n\n3. **Datadog (LLM/AI Observability)** — https://www.datadoghq.com/  \n   Enterprise observability provider that now offers integrated LLM/agent monitoring, prompt/response clustering, sensitive‑data scanning and APM integration. ([datadoghq.com](https://www.datadoghq.com/knowledge-center/ai-observability/?utm_source=openai))\n\n4. **Evidently (Evidently AI / Evidently OSS & Cloud)** — https://www.evidentlyai.com/  \n   Open‑source first ML/LLM evaluation and monitoring with a fast path to a managed cloud offering — great for teams that want flexibility and transparency. ([evidentlyai.com](https://www.evidentlyai.com/?utm_source=openai))\n\n5. **Deepchecks** — https://deepchecks.com/  \n   Unified LLM testing, evaluation and monitoring platform focusing on data quality, distribution/drift checks and enterprise LLM evaluation. ([deepchecks.com](https://deepchecks.com/?utm_source=openai))\n\n6. **Weights & Biases (WandB) — Evaluations & Monitoring** — https://wandb.ai/  \n   Popular MLOps platform with strong experiment/version tracking and evaluation tooling that extends into model monitoring and audit trails. ([wandb.ai](https://wandb.ai/site/wp-content/uploads/2025/02/Evaluations-whitepaper.pdf?utm_source=openai))\n\nIf you want, I can rank these specifically for your SaaS company size, stack (cloud/on‑prem), and priorities (cost, data‑privacy/compliance, LLM vs. tabular models) and give a recommendation for the top pick and an implementation checklist.",
      "brands": [
        {
          "name": "Fiddler AI",
          "domain": "fiddler.ai"
        },
        {
          "name": "Arize AI",
          "domain": "arize.com"
        },
        {
          "name": "Datadog",
          "domain": "datadoghq.com"
        },
        {
          "name": "Evidently",
          "domain": "evidentlyai.com"
        },
        {
          "name": "Deepchecks",
          "domain": "deepchecks.com"
        },
        {
          "name": "Weights & Biases",
          "domain": "wandb.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.fiddler.ai/?utm_source=openai",
          "domain": "fiddler.ai",
          "title": "Fiddler AI: The Control Plane for Enterprise AI Agents"
        },
        {
          "url": "https://arize.com/products/embeddings/?utm_source=openai",
          "domain": "arize.com",
          "title": "Explore and Monitor Your Deep Learning Models - Arize AI"
        },
        {
          "url": "https://www.datadoghq.com/knowledge-center/ai-observability/?utm_source=openai",
          "domain": "datadoghq.com",
          "title": "What Is AI Observability? | Datadog"
        },
        {
          "url": "https://www.evidentlyai.com/?utm_source=openai",
          "domain": "evidentlyai.com",
          "title": "Evidently AI - Open-source AI Evaluation and Observability"
        },
        {
          "url": "https://deepchecks.com/?utm_source=openai",
          "domain": "deepchecks.com",
          "title": "Deepchecks LLM Evaluation | Evaluate AI Progress with Know Your Agent | Deepchecks"
        },
        {
          "url": "https://wandb.ai/site/wp-content/uploads/2025/02/Evaluations-whitepaper.pdf?utm_source=openai",
          "domain": "wandb.ai",
          "title": "Weights & Biases"
        }
      ],
      "searchQueries": [
        "Arize AI model monitoring website Arize AI",
        "Whylabs model monitoring WhyLabs website",
        "Fiddler AI model monitoring Fiddler website",
        "Weights & Biases model monitoring model performance monitoring website",
        "Datadog AI observability model monitoring Datadog AI Observability",
        "Evidently AI model monitoring open source Evidently AI website",
        "Robust Intelligence model monitoring website",
        "Deepchecks model monitoring website"
      ]
    },
    {
      "prompt": 3,
      "engine": "OPENAI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:37.442Z",
      "text": "1. **Fiddler AI** — https://www.fiddler.ai/ — Best-in-class AI/agent observability and security platform for SaaS teams needing unified monitoring, bias/fairness checks, root-cause and governance. ([fiddler.ai](https://www.fiddler.ai/?utm_source=openai))\n\n2. **Arize AI** — https://arize.com/ — Strong ML/LLM observability and evaluation at scale with wide integration support (OpenTelemetry, OpenAI/Anthropic, LangChain, etc.) for production model troubleshooting. ([arize.com](https://arize.com/compare/?utm_source=openai))\n\n3. **WhyLabs** — https://whylabs.ai/ — Focused AI observability and policy/guardrail tooling with zero-config baselines and real-time anomaly detection suited for production generative AI apps. ([docs.whylabs.ai](https://docs.whylabs.ai/docs/?utm_source=openai))\n\n4. **Monte Carlo (Data + AI Observability)** — https://montecarlo.ai/ — Best when you need data-layer observability and lineage plus ML signal monitoring to ensure model inputs and data pipelines for SaaS are reliable. ([info.montecarlo.ai](https://info.montecarlo.ai/get-resources/data-ai-observability-101-na-081425?utm_source=openai))\n\n5. **Aporia** — https://aporia.com/ (docs: docs.aporia.com) — Lightweight ML observability focused on model performance monitoring and rapid deployment for ML teams in SaaS environments. ([docs.aporia.com](https://docs.aporia.com/v1?utm_source=openai))\n\n6. **Semrush — AI Visibility / AI Toolkit** — https://www.semrush.com/ — If your SaaS depends on search/brand/SEO presence in AI-generated answers, Semrush’s AI Visibility toolkit integrates prompt/mention tracking across major AI answer engines. ([recoproof.com](https://recoproof.com/guides/best-ai-visibility-tools-b2b-saas?utm_source=openai))\n\nNotes:\n- I ranked tools by how well they cover production LLM/agent observability, governance, and integration for SaaS product teams. If your primary need is (a) model/output correctness and governance pick Fiddler, Arize or WhyLabs; (b) data pipeline lineage and input quality pick Monte Carlo; (c) SEO/brand visibility inside AI answer engines pick Semrush.\n- If you want, I can convert this into a short decision matrix (cost, primary strengths, best-fit company size) and recommend a trial order to evaluate them in your stack.",
      "brands": [
        {
          "name": "Fiddler AI",
          "domain": "fiddler.ai"
        },
        {
          "name": "Arize AI",
          "domain": "arize.com"
        },
        {
          "name": "WhyLabs",
          "domain": "whylabs.ai"
        },
        {
          "name": "Monte Carlo",
          "domain": "montecarlo.ai"
        },
        {
          "name": "Aporia",
          "domain": "aporia.com"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.fiddler.ai/?utm_source=openai",
          "domain": "fiddler.ai",
          "title": "Fiddler AI: The Control Plane for Enterprise AI Agents"
        },
        {
          "url": "https://arize.com/compare/?utm_source=openai",
          "domain": "arize.com",
          "title": "Compare Arize: AI Observability & Evaluation Platform | Arize AI"
        },
        {
          "url": "https://docs.whylabs.ai/docs/?utm_source=openai",
          "domain": "docs.whylabs.ai",
          "title": "Introduction | WhyLabs Documentation"
        },
        {
          "url": "https://info.montecarlo.ai/get-resources/data-ai-observability-101-na-081425?utm_source=openai",
          "domain": "info.montecarlo.ai",
          "title": "Data + AI Observability 101"
        },
        {
          "url": "https://docs.aporia.com/v1?utm_source=openai",
          "domain": "docs.aporia.com",
          "title": "Welcome to Aporia! | V1 | Aporia Documentation"
        },
        {
          "url": "https://recoproof.com/guides/best-ai-visibility-tools-b2b-saas?utm_source=openai",
          "domain": "recoproof.com",
          "title": "Best AI Visibility Tools for B2B SaaS in 2026 | RecoProof"
        }
      ],
      "searchQueries": [
        "AI observability tools for SaaS companies AI visibility tracking tools list 2026",
        "Aporia AI observability product",
        "WhyLabs AI observability",
        "Fiddler AI observability",
        "Arize AI observability",
        "Databand.ai observability",
        "Monte Carlo data observability AI monitoring",
        "WhyLabs vs Arize vs Fiddler comparison"
      ]
    },
    {
      "prompt": 3,
      "engine": "ANTHROPIC",
      "run": 1,
      "askedAt": "2026-10-09T01:22:53.328Z",
      "text": "Based on current research, here are the best AI visibility tracking tools for SaaS companies:\n\n1. **\nOrchly\n** - https://orchly.ai\n   \nTracks buyer prompts like \"best X\" and \"X vs Y\" daily, shows objections and wrong pricing claims, finds review pages that list competitors but not you, and drafts comparison pages, from $49/month.\n\n\n2. **\nLLM Pulse\n** - https://llmpulse.ai\n   \n€49/month entry, five AI models tracked weekly, native GA4 and Plausible integration, MCP for Claude and ChatGPT workflows, and a Looker Studio connector.\n\n\n3. **\nSemrush\n** - https://semrush.com\n   \nCombines the SEO capabilities many marketing teams already use with dedicated tools for measuring how their brand appears in AI-generated answers.\n\n\n4. **\nObsurfable\n** - https://obsurfable.com\n   \nThe strongest default for SaaS teams that need multi-model evidence, competitor context, and a free entry point before buying enterprise monitoring.\n\n\n5. **\nWellows\n** - https://wellows.com\n   \nTracks the commercial and comparison prompts where shortlists form, breaks visibility down by intent (branded commercial, commercial, informational), and turns competitor-cited gaps into explicit content opportunities and publisher outreach.\n\n\n6. **\nProfound\n** - https://profound.com\n   \nSuits large B2B enterprises that need multi-market tracking plus demand data on what buyers actually ask AI before they ever reach a sales call.",
      "brands": [
        {
          "name": "Orchly",
          "domain": "orchly.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "Obsurfable",
          "domain": "obsurfable.com"
        },
        {
          "name": "Wellows",
          "domain": "wellows.com"
        },
        {
          "name": "Profound",
          "domain": "profound.com"
        }
      ],
      "sources": [
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "10 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://wellows.com/blog/ai-visibility-tools/",
          "domain": "wellows.com",
          "title": "11 Best AI Visibility Tools for B2B Companies (2026)"
        },
        {
          "url": "https://nathanojaokomo.com/blog/best-ai-visibility-tools",
          "domain": "nathanojaokomo.com",
          "title": "11 Best AI Search Visibility Tools For SaaS In 2026"
        },
        {
          "url": "https://orchly.ai/blog/best-ai-search-visibility-tools-for-saas/",
          "domain": "orchly.ai",
          "title": "11 Best AI Search Visibility Tools for SaaS Companies (2026)"
        },
        {
          "url": "https://kime.ai/blog/best-ai-visibility-tools",
          "domain": "kime.ai",
          "title": "Best AI Visibility Tools in 2026: 11 Ranked & Compared"
        },
        {
          "url": "https://dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "Top AI Visibility Platforms for SaaS Startups in 2026"
        },
        {
          "url": "https://thomas-peham.com/articles/ai-visibility-tools.html",
          "domain": "thomas-peham.com",
          "title": "The 9 Best AI Visibility Tools for B2B SaaS in 2026 (Compared) — Thomas Peham"
        },
        {
          "url": "https://plainenglish.io/artificial-intelligence/best-ai-visibility-tool-for-saas-brands-2026",
          "domain": "plainenglish.io",
          "title": "Best AI Visibility Tool for SaaS Brands in 2026"
        },
        {
          "url": "https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026",
          "domain": "ustechautomations.com",
          "title": "7 Best SaaS AI Visibility Tools 2026 [Benchmarks Inside]"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tool SaaS company 2026",
        "AI monitoring platform SaaS visibility tracking"
      ]
    },
    {
      "prompt": 3,
      "engine": "ANTHROPIC",
      "run": 2,
      "askedAt": "2026-10-09T01:23:45.053Z",
      "text": "Based on current 2026 recommendations for SaaS companies, here are the best AI visibility tracking tools:\n\n1. **\nLLM Pulse\n** - https://llmpulse.ai\n   \nStarts at €49/month, tracks five AI models weekly with native GA4 and Plausible integration\n\n\n2. **\nGrackerAI\n** - https://gracker.ai\n   \nBuilt exclusively for B2B SaaS & cybersecurity companies\n; \ntracks 5 AI engines at Starter tier ($79/mo) with built-in content generation\n\n\n3. **\nFrase\n** - https://frase.io\n   \nMonitors where AI search cites your brand and allows you to close the gap in the same workflow\n\n\n4. **\nProfound\n** - https://profound.ai\n   \nBest for funded teams tracking many engines with enterprise-level tracking across 10+ AI engines\n\n\n5. **\nSemrush\n** - https://semrush.com\n   \nCombines SEO capabilities with dedicated tools for measuring how your brand appears in AI-generated answers\n\n\n6. **\nKIME\n** - https://kime.ai\n   \nTracks nine AI engines with sentiment and citation analytics, plus built-in agentic executions\n\n\n7. **\nPeec AI\n** - https://peec.ai\n   \nMid-market pricing option at $80/month with broad platform coverage and competitive analytics",
      "brands": [
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "GrackerAI",
          "domain": "gracker.ai"
        },
        {
          "name": "Frase",
          "domain": "frase.io"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "KIME",
          "domain": "kime.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        }
      ],
      "sources": [
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "10 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://www.frase.io/blog/the-10-best-ai-visibility-tools-in-2026",
          "domain": "frase.io",
          "title": "10 Best AI Visibility Tools in 2026 (Compared + Free Checker)"
        },
        {
          "url": "https://wellows.com/blog/ai-visibility-tools/",
          "domain": "wellows.com",
          "title": "11 Best AI Visibility Tools for B2B Companies (2026)"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://nathanojaokomo.com/blog/best-ai-visibility-tools",
          "domain": "nathanojaokomo.com",
          "title": "11 Best AI Search Visibility Tools For SaaS In 2026"
        },
        {
          "url": "https://kime.ai/blog/best-ai-visibility-tools",
          "domain": "kime.ai",
          "title": "Best AI Visibility Tools in 2026: 11 Ranked & Compared"
        },
        {
          "url": "https://dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "Top AI Visibility Platforms for SaaS Startups in 2026"
        },
        {
          "url": "https://www.supermarketers.ai/aeo/best-ai-visibility-tools",
          "domain": "supermarketers.ai",
          "title": "The Best AI Visibility Tools for B2B SaaS (2026) · SuperMarketers"
        },
        {
          "url": "https://plainenglish.io/artificial-intelligence/best-ai-visibility-tool-for-saas-brands-2026",
          "domain": "plainenglish.io",
          "title": "Best AI Visibility Tool for SaaS Brands in 2026"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tool SaaS companies 2026"
      ]
    },
    {
      "prompt": 3,
      "engine": "ANTHROPIC",
      "run": 3,
      "askedAt": "2026-10-09T01:24:34.649Z",
      "text": "I'll search for current AI visibility tracking tools designed for SaaS companies.\nBased on current recommendations for SaaS companies, here are the best AI visibility tracking tools:\n\n1. **\nLLM Pulse\n**\n   https://llmpulse.ai\n   \n€49/month entry with five AI models tracked weekly, native GA4 and Plausible integration, MCP for Claude and ChatGPT workflows, and a Looker Studio connector\n.\n\n2. **\nGrackerAI\n**\n   https://gracker.ai\n   \nThe only AI visibility platform built exclusively for B2B SaaS & cybersecurity companies\n, starting at $79/month.\n\n3. **\nFrase\n**\n   https://frase.io\n   \nBest for teams who want to monitor where AI search cites their brand and close the gap in the same workflow\n.\n\n4. **\nKIME\n**\n   https://kime.ai\n   \nTracks nine AI engines with sentiment and citation analytics, and built-in agentic executions that act on findings\n.\n\n5. **\nWellows\n**\n   https://wellows.com\n   \nBest overall for tracking AI citations and acting on the gaps\n.\n\n6. **\nObsurfable\n**\n   https://obsurfable.com\n   \nStrongest for SaaS teams that need multi-model evidence, competitor context, and a free entry point before buying enterprise monitoring\n.\n\n7. **\nProfound\n**\n   https://profound.ai\n   \nBest AI visibility tool for funded B2B SaaS companies\n, offering enterprise tracking across 10+ AI engines.",
      "brands": [
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "GrackerAI",
          "domain": "gracker.ai"
        },
        {
          "name": "Frase",
          "domain": "frase.io"
        },
        {
          "name": "KIME",
          "domain": "kime.ai"
        },
        {
          "name": "Wellows",
          "domain": "wellows.com"
        },
        {
          "name": "Obsurfable",
          "domain": "obsurfable.com"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        }
      ],
      "sources": [
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "10 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://www.frase.io/blog/the-10-best-ai-visibility-tools-in-2026",
          "domain": "frase.io",
          "title": "10 Best AI Visibility Tools in 2026 (Compared + Free Checker)"
        },
        {
          "url": "https://wellows.com/blog/ai-visibility-tools/",
          "domain": "wellows.com",
          "title": "11 Best AI Visibility Tools for B2B Companies (2026)"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://nathanojaokomo.com/blog/best-ai-visibility-tools",
          "domain": "nathanojaokomo.com",
          "title": "11 Best AI Search Visibility Tools For SaaS In 2026"
        },
        {
          "url": "https://kime.ai/blog/best-ai-visibility-tools",
          "domain": "kime.ai",
          "title": "Best AI Visibility Tools in 2026: 11 Ranked & Compared"
        },
        {
          "url": "https://dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "Top AI Visibility Platforms for SaaS Startups in 2026"
        },
        {
          "url": "https://www.supermarketers.ai/aeo/best-ai-visibility-tools",
          "domain": "supermarketers.ai",
          "title": "The Best AI Visibility Tools for B2B SaaS (2026) · SuperMarketers"
        },
        {
          "url": "https://plainenglish.io/artificial-intelligence/best-ai-visibility-tool-for-saas-brands-2026",
          "domain": "plainenglish.io",
          "title": "Best AI Visibility Tool for SaaS Brands in 2026"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tool SaaS companies 2026",
        "AI observability monitoring tools SaaS"
      ]
    },
    {
      "prompt": 3,
      "engine": "PERPLEXITY",
      "run": 1,
      "askedAt": "2026-10-09T01:22:48.344Z",
      "text": "1. **Peec AI** — peec.ai — Best overall for SaaS teams needing recurring visibility tracking across major AI engines, competitor comparisons, and actionable insights.\n2. **Profound** — profound.ai — Strong enterprise option for monitoring brand mentions, citations, sentiment, and AI search performance at scale.\n3. **Otterly.AI** — otterly.ai — Practical choice for tracking prompts across ChatGPT, Google AI Overviews, Perplexity, and other engines with clear reporting.\n4. **LLM Pulse** — llmpulse.ai — Well suited to B2B SaaS companies organizing visibility around awareness, comparison, alternative, pricing, and integration queries.[3]\n5. **Scrunch AI** — scrunchai.com — Useful for monitoring how AI systems describe a company, including factual accuracy, positioning, and competitor presence.\n6. **Nightwatch AI** — nightwatch.io — Good fit for teams that want AI visibility monitoring combined with established SEO rank-tracking workflows.\n7. **AirOps** — airops.com — Best when visibility tracking needs to connect directly to large-scale content production and optimization.[7]\n\nFor most SaaS companies, **Peec AI** is the best starting point; choose **Profound** for enterprise-scale reporting or **AirOps** when content execution is the primary need. AI visibility tools generally measure recurring prompt results, brand mentions, citations, sentiment, and competitor movement across AI platforms.[10]",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunchai.com"
        },
        {
          "name": "Nightwatch AI",
          "domain": "nightwatch.io"
        },
        {
          "name": "AirOps",
          "domain": "airops.com"
        },
        {
          "name": "Peec AI"
        },
        {
          "name": "Profound"
        },
        {
          "name": "AirOps"
        }
      ],
      "sources": [
        {
          "url": "https://www.aipeekaboo.com/blog/the-8-best-ai-visibility-tools-for-saas-companies",
          "domain": "aipeekaboo.com",
          "title": "The best 8 AI Visibility tools for SaaS Companies - AI Peekaboo"
        },
        {
          "url": "https://www.arfadia.com/blog/best-ai-visibility-tools-for-saas/",
          "domain": "arfadia.com",
          "title": "Best AI Visibility Tools for SaaS 2026 - arfadia.com"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://www.dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "How To Improve Ai Visibility..."
        },
        {
          "url": "https://trakkr.ai/resources/industry-tools/best-ai-visibility-tools-for-saas-companies",
          "domain": "trakkr.ai",
          "title": "Best AI search optimization tools for SaaS companies"
        },
        {
          "url": "https://www.trysight.ai/blog/brand-monitoring-for-saas-companies",
          "domain": "trysight.ai",
          "title": "Best Brand Monitoring For Saas Companies Guide 2026"
        },
        {
          "url": "https://www.supermarketers.ai/aeo/best-ai-visibility-tools",
          "domain": "supermarketers.ai",
          "title": "The Best AI Visibility Tools for B2B SaaS (2026)"
        },
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "12 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://piperocket.digital/list/best-ai-visibility-tools/",
          "domain": "piperocket.digital",
          "title": "Best 9 AI Visibility Tracking Tools: An Honest 2026 Review"
        },
        {
          "url": "https://beomniscient.com/blog/ai-visibility-tool/",
          "domain": "beomniscient.com",
          "title": "5 Best AI Visibility Tools to Track Brand Presence in LLMs"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 3,
      "engine": "PERPLEXITY",
      "run": 2,
      "askedAt": "2026-10-09T01:23:40.147Z",
      "text": "1. **Peec AI** — peec.ai — Best overall for SaaS teams needing recurring visibility, competitor, prompt, citation, and sentiment tracking across major AI engines.[1][2]\n2. **LLM Pulse** — llmpulse.ai — Strong choice for B2B SaaS because it organizes tracking around awareness, comparison, pricing, security, and integration prompts.[3]\n3. **Otterly.AI** — otterly.ai — Practical for monitoring brand mentions and citations across ChatGPT, Gemini, Perplexity, Google AI Overviews, and Bing Copilot.[1]\n4. **Profound** — profoundhq.com — Best for larger marketing teams that need broad AI-search monitoring, competitive analysis, and enterprise reporting.[2][8]\n5. **AthenaHQ** — athenahq.ai — Useful for SaaS companies tracking visibility across commercial, informational, branded, and competitor queries.[8]\n6. **Scrunch AI** — scrunchai.com — Good for monitoring how accurately AI systems describe a company’s products, audience, integrations, and pricing.[4]\n7. **AirOps** — airops.com — Best when visibility tracking needs to connect directly to producing and refreshing content at scale.[7]\n\n**Best default choice:** Peec AI for most SaaS companies; choose LLM Pulse if buyer-journey prompt tracking is the highest priority.",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Profound",
          "domain": "profoundhq.com"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.ai"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunchai.com"
        },
        {
          "name": "AirOps",
          "domain": "airops.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.aipeekaboo.com/blog/the-8-best-ai-visibility-tools-for-saas-companies",
          "domain": "aipeekaboo.com",
          "title": "The best 8 AI Visibility tools for SaaS Companies - AI Peekaboo"
        },
        {
          "url": "https://www.arfadia.com/blog/best-ai-visibility-tools-for-saas/",
          "domain": "arfadia.com",
          "title": "Best AI Visibility Tools for SaaS 2026 - arfadia.com"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://www.dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "How To Improve Ai Visibility..."
        },
        {
          "url": "https://trakkr.ai/resources/industry-tools/best-ai-visibility-tools-for-saas-companies",
          "domain": "trakkr.ai",
          "title": "Best AI search optimization tools for SaaS companies"
        },
        {
          "url": "https://www.trysight.ai/blog/brand-monitoring-for-saas-companies",
          "domain": "trysight.ai",
          "title": "Best Brand Monitoring For Saas Companies Guide 2026"
        },
        {
          "url": "https://www.supermarketers.ai/aeo/best-ai-visibility-tools",
          "domain": "supermarketers.ai",
          "title": "The Best AI Visibility Tools for B2B SaaS (2026)"
        },
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "12 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://piperocket.digital/list/best-ai-visibility-tools/",
          "domain": "piperocket.digital",
          "title": "Best 9 AI Visibility Tracking Tools: An Honest 2026 Review"
        },
        {
          "url": "https://beomniscient.com/blog/ai-visibility-tool/",
          "domain": "beomniscient.com",
          "title": "5 Best AI Visibility Tools to Track Brand Presence in LLMs"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 3,
      "engine": "PERPLEXITY",
      "run": 3,
      "askedAt": "2026-10-09T01:24:33.656Z",
      "text": "1. **Profound** — https://www.tryprofound.com — Best overall for SaaS teams needing broad AI-engine visibility, prompt tracking, competitor monitoring, and citation analysis.\n2. **Peec AI** — https://peec.ai — Strong choice for tracking brand visibility and share of voice across ChatGPT, Google AI Overviews, and other major answer engines.\n3. **Scrunch AI** — https://scrunchai.com — Best for monitoring how accurately AI systems describe a SaaS product, including features, pricing, and integrations.\n4. **LLM Pulse** — https://llmpulse.ai — Well suited to B2B SaaS because it organizes tracking around awareness, comparison, alternative, pricing, and decision-stage prompts.[3]\n5. **Otterly.AI** — https://otterly.ai — A practical, accessible option for tracking mentions, citations, competitors, and visibility across multiple AI search platforms.\n6. **AirOps** — https://airops.com — Best when visibility tracking needs to connect directly to high-volume content creation and optimization.[7]\n7. **Sight AI** — https://www.trysight.ai — Purpose-built for AI visibility and brand monitoring, making it a good fit for SaaS companies prioritizing ongoing presence measurement.[6]\n\n**Best overall pick: Profound.** Choose **LLM Pulse** for buyer-journey prompt analysis, **Scrunch AI** for brand-accuracy monitoring, or **AirOps** when content production is the main priority. AI visibility platforms generally measure prompt-level mentions, citations, sentiment, competitors, and visibility across multiple models.[1][2][10]",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunchai.com"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "AirOps",
          "domain": "airops.com"
        },
        {
          "name": "Sight AI",
          "domain": "trysight.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.aipeekaboo.com/blog/the-8-best-ai-visibility-tools-for-saas-companies",
          "domain": "aipeekaboo.com",
          "title": "The best 8 AI Visibility tools for SaaS Companies - AI Peekaboo"
        },
        {
          "url": "https://www.arfadia.com/blog/best-ai-visibility-tools-for-saas/",
          "domain": "arfadia.com",
          "title": "Best AI Visibility Tools for SaaS 2026 - arfadia.com"
        },
        {
          "url": "https://llmpulse.ai/blog/best-ai-tools-for-saas/",
          "domain": "llmpulse.ai",
          "title": "Best AI Visibility Tools for SaaS Companies in 2026 - LLM Pulse"
        },
        {
          "url": "https://www.dageno.ai/blog/top-ai-visibility-platforms-for-saas-startups",
          "domain": "dageno.ai",
          "title": "How To Improve Ai Visibility..."
        },
        {
          "url": "https://trakkr.ai/resources/industry-tools/best-ai-visibility-tools-for-saas-companies",
          "domain": "trakkr.ai",
          "title": "Best AI search optimization tools for SaaS companies"
        },
        {
          "url": "https://www.trysight.ai/blog/brand-monitoring-for-saas-companies",
          "domain": "trysight.ai",
          "title": "Best Brand Monitoring For Saas Companies Guide 2026"
        },
        {
          "url": "https://www.supermarketers.ai/aeo/best-ai-visibility-tools",
          "domain": "supermarketers.ai",
          "title": "The Best AI Visibility Tools for B2B SaaS (2026)"
        },
        {
          "url": "https://gracker.ai/blog/best-ai-visibility-tools-b2b-saas",
          "domain": "gracker.ai",
          "title": "12 Best AI Visibility Tools for B2B SaaS Companies in 2026"
        },
        {
          "url": "https://piperocket.digital/list/best-ai-visibility-tools/",
          "domain": "piperocket.digital",
          "title": "Best 9 AI Visibility Tracking Tools: An Honest 2026 Review"
        },
        {
          "url": "https://beomniscient.com/blog/ai-visibility-tool/",
          "domain": "beomniscient.com",
          "title": "5 Best AI Visibility Tools to Track Brand Presence in LLMs"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 3,
      "engine": "GEMINI",
      "run": 1,
      "askedAt": "2026-10-09T01:22:51.877Z",
      "text": "1. **Semrush AI Toolkit**  \n   [semrush.com](https://www.semrush.com)  \n   Combines a traditional SEO ecosystem with purpose-built GEO tracking, making it seamless for SaaS marketing teams to bridge standard keyword data and LLM visibility.\n\n2. **Ahrefs Brand Radar**  \n   [ahrefs.com](https://ahrefs.com)  \n   Extends established SEO research infrastructure into AI-driven discovery, letting teams track brand mentions, source citations, and topic visibility across major chat engines.\n\n3. **Profound**  \n   [profound.com](https://www.profound.com)  \n   Built specifically for enterprise answer intelligence, offering large-scale prompt tracking, source analysis, and market-wide visibility tracking across multiple generative engines.\n\n4. **Peec AI**  \n   [peec.ai](https://www.peec.ai)  \n   Provides straightforward, low-friction monitoring of brand sentiment, stakeholder reporting, and competitor tracking within AI-generated search results.\n\n5. **OtterlyAI**  \n   [otterly.ai](https://www.otterly.ai)  \n   An affordable, user-friendly tool built for tracking prompt-level presence and visibility scores across conversational search engines.\n\n6. **Rankscale**  \n   [rankscale.ai](https://rankscale.ai)  \n   Specializes in Generative Engine Optimization (GEO), tracking brand positioning and citation rates across more than 17 different AI engines and models.",
      "brands": [
        {
          "name": "Semrush AI Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale",
          "domain": "rankscale.ai"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGOU9XddcV6dLezJaqiDiGd8eGqYUIuwNpUJust7v_6gHPf2Uz8LbiVvVYwx-H30IQnxP2L4GijkgBJAOQ_7ecAMC2qHsBeoiSCo_3a91SNSo_SAEAWQr6785rtfH1eoYWewieRTg==",
          "domain": "zapier.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHIR8WUv-A5ITkLJkRfwh8ZUJhVTxvK6Mc3DWF-CjFalYGbw_PDpzz70payGxJqS1Wjmj3AO-JE-hh81GOXA5NlF4LAVBRIeRMmCy_gZrnLmA1Sc7fshGWAN_f4pyZBBY55fEn3uH-YJLSm",
          "domain": "aitoolssme.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEbE1WXSg8FNxVu4hsQ7S1i2RZ4yPGpLFhPrkDxau_LHuddQNXeZJiXMpGCpxFnJtu3lU1JZn49ffhxv4KqUdUuWKIFPEdFcaQykLkQh13x8xWOxTZeTEDzusIpe6Pmr7lUZDu3mkgZWncTc6mdV1VNWVzOnI7ZiHkSn2YL",
          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE4d6LKsbENpGyPyb7BvoqVTtrZGH8ZqJveFU6loiVzdfkaArl78pFbkCxYpuN1ppoMLTo8pWcgSXA35xtm2g9jSDFMwuNyBkDZipuZ7QcMbB0gTX0vjb9eo1pYegm2AXekAbEhNe-sGh7uUyWW3D55ej7YADVVLzVfpCsbcB4ISPeQVTA=",
          "domain": "mybrandi.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF-WdBWJkUE0C_eWcHXmOoqdR3ruK2NqXYtXaJC_C1Bo8zzdW2A3fF8j0EJ59zRDNL-HvwDi5H14Wa9P2MLh74vy51HlcfwsYzaestmh708aZ4SPu8uQ48Rw6LoHaiCHpaPO3tvRsmqxg==",
          "domain": "seranking.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHt7Ep8tpBLSBS8CP5RLdX0vBI29lBr5JHvladrgsDcKPKFK85683KLXRUQxrzprDuOEh26QgSd0ZU1SYatoKx0b4XwH264rMaR-A==",
          "domain": "rankscale.ai"
        }
      ],
      "searchQueries": [
        "AI search engine ranking tracking tool LLM optimization",
        "best AI visibility tracking tools SaaS SEO GEO"
      ]
    },
    {
      "prompt": 3,
      "engine": "GEMINI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:43.883Z",
      "text": "1. **Profound**  \n   [profound.com](https://profound.com)  \n   Best for enterprise-grade B2B SaaS coverage, offering deep prompt-level analysis, source tracking, and market intelligence across major generative engines.\n\n2. **Peec AI**  \n   [peec.ai](https://peec.ai)  \n   Provides streamlined, stakeholder-ready dashboards tracking your software's exact share of voice, sentiment, and competitor mentions in conversational AI models.\n\n3. **Otterly AI**  \n   [otterly.ai](https://otterly.ai)  \n   An accessible, budget-friendly monitoring option starting at a lower price point that tracks brand citations and positioning across ChatGPT, Perplexity, and Google AI Overviews.\n\n4. **Scrunch AI**  \n   [scrunch.ai](https://scrunch.ai)  \n   Built for technical SaaS teams to monitor brand accuracy, evaluate how well AI crawlers interpret documentation, and ensure proper agent readiness.\n\n5. **Rankscale AI**  \n   [rankscale.ai](https://rankscale.ai)  \n   Delivers global multi-region prompt tracking, competitor leaderboards, and targeted technical audits to optimize a SaaS platform's visibility footprint.\n\n6. **LLM Pulse**  \n   [llmpulse.ai](https://llmpulse.ai)  \n   Tailored specifically for SaaS workflows, integrating sentiment analysis, category prompt tracking, and connectors to map AI visibility data.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        },
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH3mZWIVf4XfQtk_a1zMCzhC0CbTe34ohomzWfZhtV1_27QMrrqpZ-mn4rqz6H2B1PB4u_6G_cCa9ovj-8xoyb1m9GkH5fHH06qecSznFoR-K2s72TzWGW-vEngicfyrYy_Kg==",
          "domain": "revamio.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFG8zm8gOF7SWUeDmhno7lJieoC7yznoAbpP7t0a3Y8uJY8hhSwJvt4X9VvBazGK8_4qe7cMnweYpGkvxAB4qrl4fJo4n3HKYCzpl6ZGmwlJ7eMP_0Q5GyxBgFjeSFSwGn9_mGDw_w4LOY1TSqEIE1A_rwwNBG3Dn2BTIOwYw==",
          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFNYVtWanWLVsBbHO4GldGEzkc2V4F2RI_IL2VI3FPZ28xlWt_8oVa4HYaJXXmtbMBMmcYZ0hmQyKezATrsZJXaVZN0yWj0uIu-nnhXew_gyX-cNCSlrtNzZNMhiZEhBPuJg9KppkbsBW3T9zbfIq6Nwa3a0jtIK519tLE=",
          "domain": "saasflywheel.io"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF4X8lLWOCJJfP17bUs1IyaGv17jlMl_-gLZnGcw-WSjXxJ5ulG3F-OA3kMVqi-nP5TTQWIyeEnmzSdpNS3_eMXpW43Ob9GzA95qEn40AdtGRqI6oMtMYWCdiPso3T8DZDT",
          "domain": "youtube.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHhZ0V4BxEVfmdvHwyGl7pHt-r7ns45_298Jt61bdcTxpIURPOYk1XLKdMbjWv3FzKgNGNKG_1DAsz4zZKOklPO9Dq4h7f7F1o_Q8w=",
          "domain": "rankscale.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHGTmeQRwtyDlLP4GvwygkFgHfa_u_4gXAy-NdU30OwZ0u2s4Sujd29D2_QaEjKKIeBWXxs6boHiJ4Xg1LQhR7IaHw0G06Z47X0-TDL-v2UHswM4K6GxVCkAV2-UyTUFgZF-WxaIKI=",
          "domain": "llmpulse.ai"
        }
      ],
      "searchQueries": [
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        "best AI visibility tracking tools SaaS GEO AI search optimization"
      ]
    },
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      "prompt": 3,
      "engine": "GEMINI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:38.049Z",
      "text": "1. **Profound**\n   - Website: [profound.com](https://profound.com)\n   - Best-in-class enterprise AI search intelligence tool offering deep tracking workflows, multi-engine coverage, and competitor benchmarking tailored for SaaS market leaders.\n\n2. **Peec AI**\n   - Website: [peec.ai](https://peec.ai)\n   - Excellent clean analytics platform for tracking citation rates, monitoring citation drift, uncovering content gaps, and mapping brand mentions across major AI models.\n\n3. **Otterly.ai**\n   - Website: [otterly.ai](https://otterly.ai)\n   - A budget-friendly, low-friction monitoring and auditing tool designed to track how often AI engines recommend your SaaS product versus competitors.\n\n4. **Semrush AI Visibility Toolkit**\n   - Website: [semrush.com](https://semrush.com)\n   - Ideal for SaaS teams already utilizing Semrush, cleanly bridging traditional SEO data with dedicated AI search tracking and content optimization.\n\n5. **Scrunch AI**\n   - Website: [scrunch.ai](https://scrunch.ai)\n   - Focuses heavily on the technical layer of Generative Engine Optimization (GEO), helping fix indexing issues so that AI systems can properly read and cite your web properties.\n\n6. **Dageno AI**\n   - Website: [dageno.ai](https://dageno.ai)\n   - Connects AI prompt monitoring and competitor analysis directly with content execution workflows to help turn visibility gaps into actionable briefs.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        },
        {
          "name": "Dageno AI",
          "domain": "dageno.ai"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGHgtyl_bQf0od7WMjzGSqPkGsiwT3BFhYzSNvOKBY1_9rNYwX5_ij1aRj_-I_97vtLvqC5DW51uQEYi85VO3KZCiaMYAjekZnbNFkCAFA-cdJ91-aCn0YleFWA8uVlvkpy",
          "domain": "revamio.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFjzpwDPc16_AfXYQ0F-arIOemhM-rgkvBXiFF4bVixcdkSQ3cV8nVY9q0OdkHm3DX6OlLMK1paUVAVDxmLbiTEwJPfnh9xy08Ti6_F1pRh5Ln8M5yxGIfHPeysROAmsPPu0OkpPw3yNIAkfZBzxadIGeGATWFOWEf9G1OpGSDK3PM=",
          "domain": "dageno.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEIoMXjGPJkpXnM7atY2GHdfDLuaR9HN2TZqbWRQgj29-hK04nRTv18ZAXn-51wj81laHzUST7ZXhVRJaFIiFu_j_1qS_hk-0yH3a__-R1imL6Rn_6ML6QoFYKwXrTuXtMvk7qKkJLuBY_sd9krFRvo13Pq",
          "domain": "averi.ai"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEE01RK7sAjqFB_2W3Fsy1XPFmr69ejitiL5USS1M7CWSMQhLm9BJX0Y15G0bCgnk3F8CEUOQjb0XKJPaJDG-IRUpcP4BB4-pcRt0Og1iDZUFBRv1LnSIp67g62plfdFiSdcg==",
          "domain": "kime.ai"
        }
      ],
      "searchQueries": [
        "AI search visibility tracking tools for SaaS marketing",
        "best AI visibility tracking tools SaaS GEO LLM optimization"
      ]
    },
    {
      "prompt": 3,
      "engine": "GROK",
      "run": 1,
      "askedAt": "2026-10-09T01:23:02.839Z",
      "text": "**1. Profound**  \nhttps://tryprofound.com  \nEnterprise-grade AI visibility platform with deep multi-engine tracking, citation analytics, and prompt-level insights ideal for SaaS teams.[[1]](https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026)\n\n**2. Peec AI**  \nhttps://peec.ai  \nFlexible, affordable daily tracking across chosen AI engines with strong sentiment and competitor analysis for mid-market SaaS.[[2]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**3. AthenaHQ**  \nhttps://athenahq.com  \nBroad engine coverage plus actionable content optimization layers and a free tier for testing AI visibility.[[1]](https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026)\n\n**4. Otterly.AI**  \nhttps://otterly.ai  \nBudget-friendly daily monitoring with raw answers, citations, and multi-engine support suited for growing SaaS teams.[[3]](https://emgigroup.com/blog/best-ai-visibility-tools-saas/)\n\n**5. Semrush AI Visibility Toolkit**  \nhttps://semrush.com  \nAll-in-one platform integrating AI search tracking with existing SEO workflows and Google AI Overviews data.[[4]](https://saasairank.com/blog/best-ai-visibility-tracking-tools-saas-2026)\n\n**6. Ahrefs Brand Radar**  \nhttps://ahrefs.com  \nReliable brand mention and citation tracking across major AI surfaces, especially valuable for Ahrefs users.[[5]](https://derivatex.agency/blog/llm-visibility-trackers-b2b-saas/)\n\n**7. Scrunch AI**  \nhttps://scrunch.ai  \nFocuses on portrayal quality, citation quality, and AI agent readability alongside visibility metrics.[[1]](https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026)",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        }
      ],
      "sources": [
        {
          "url": "https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026",
          "domain": "ustechautomations.com"
        },
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://emgigroup.com/blog/best-ai-visibility-tools-saas/",
          "domain": "emgigroup.com"
        },
        {
          "url": "https://saasairank.com/blog/best-ai-visibility-tracking-tools-saas-2026",
          "domain": "saasairank.com"
        },
        {
          "url": "https://derivatex.agency/blog/llm-visibility-trackers-b2b-saas/",
          "domain": "derivatex.agency"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tools for SaaS",
        "AI search visibility monitoring tools 2026",
        "tools to track brand mentions in ChatGPT Perplexity Gemini"
      ]
    },
    {
      "prompt": 3,
      "engine": "GROK",
      "run": 2,
      "askedAt": "2026-10-09T01:23:57.319Z",
      "text": "**1. Profound**  \nhttps://tryprofound.com  \nEnterprise-grade AI visibility with the deepest prompt datasets, broad model coverage, and strong analytics for SaaS teams tracking citations and competitors.[[1]](https://trylectern.com/compare/guides/best-ai-visibility-tools)\n\n**2. Peec AI**  \nhttps://peec.ai  \nFocused daily tracking of visibility, sentiment, position, and cited sources across multiple models at an accessible price for mid-market SaaS.[[2]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)\n\n**3. Semrush AI Visibility Toolkit**  \nhttps://www.semrush.com  \nIntegrated AI search monitoring (ChatGPT, Gemini, Perplexity, AI Overviews) inside a full SEO suite ideal for teams already using Semrush.[[3]](https://appscribed.com/best-ai-visibility-tools/)\n\n**4. Ahrefs Brand Radar**  \nhttps://ahrefs.com  \nPowerful citation and competitor benchmarking across AI engines, leveraging Ahrefs’ large index for SaaS brand visibility insights.[[2]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)\n\n**5. Otterly.ai**  \nhttps://otterly.ai  \nBudget-friendly daily monitoring of mentions, citations, and share of voice starting at low monthly cost, great entry point for SaaS.[[4]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**6. AthenaHQ**  \nhttps://athenahq.com  \nBroad model coverage with page-level insights and an action layer for optimizing content that AI engines read.[[2]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)\n\n**7. Scrunch AI**  \nhttps://scrunch.ai  \nAgent-focused audits and prompt tracking to ensure AI systems can reach and cite your SaaS pages effectively.[[2]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        }
      ],
      "sources": [
        {
          "url": "https://trylectern.com/compare/guides/best-ai-visibility-tools",
          "domain": "trylectern.com"
        },
        {
          "url": "https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools",
          "domain": "empact.partners"
        },
        {
          "url": "https://appscribed.com/best-ai-visibility-tools/",
          "domain": "appscribed.com"
        },
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tools for SaaS companies 2026",
        "LLM brand visibility tracking tools SaaS",
        "AI mention tracking tools for SaaS"
      ]
    },
    {
      "prompt": 3,
      "engine": "GROK",
      "run": 3,
      "askedAt": "2026-10-09T01:24:47.653Z",
      "text": "**1. Peec AI**  \npeec.ai  \nBest value daily tracking across major AI engines with unlimited users, ideal for SaaS marketing teams.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**2. Profound**  \ntryprofound.com  \nEnterprise-depth analytics and citation intelligence across up to 9 engines for comprehensive SaaS visibility.[[2]](https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026)\n\n**3. AthenaHQ**  \nathenahq.ai  \nBroad coverage of 11 models plus actionable recommendations and a free tier for growing SaaS brands.[[3]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)\n\n**4. Otterly.ai**  \notterly.ai  \nAffordable starter monitoring at $29/mo across key engines, perfect for budget-conscious SaaS teams.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**5. Semrush AI Visibility Toolkit**  \nsemrush.com  \nIntegrated AI search tracking alongside full SEO suite for teams already using the platform.[[4]](https://www.itechguides.com/best/ai-search-visibility-software/)\n\n**6. Ahrefs Brand Radar**  \nahrefs.com  \nReliable benchmarking of AI mentions and citations within a powerful SEO research tool.[[3]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)\n\n**7. Scrunch AI**  \nscrunch.ai  \nStrong focus on page reachability and agent logs for larger SaaS sites needing technical GEO insights.[[3]](https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools)",
      "brands": [
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.ai"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        }
      ],
      "sources": [
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://ustechautomations.com/resources/blog/best-aivisibility-tracking-tools-for-saas-2026",
          "domain": "ustechautomations.com"
        },
        {
          "url": "https://www.empact.partners/empact-zone/best-ai-visibility-tracking-tools",
          "domain": "empact.partners"
        },
        {
          "url": "https://www.itechguides.com/best/ai-search-visibility-software/",
          "domain": "itechguides.com"
        }
      ],
      "searchQueries": [
        "best AI visibility tracking tools for SaaS 2026",
        "top generative engine optimization tools GEO SaaS",
        "AI search visibility trackers brands mentions LLM"
      ]
    },
    {
      "prompt": 3,
      "engine": "AI_OVERVIEW",
      "run": 1,
      "askedAt": "2026-10-10T15:39:16.850Z",
      "text": "The best AI visibility tracking tool for a SaaS company `depends on your team's size, budget, and whether you need standalone monitoring or full optimization`:\n\n- **For Enterprise & Deep AI Intelligence:** **[Profound](https://alhena.ai/blog/ai-brand-visibility-tracking-tools/)** offers the widest AI platform coverage (10+ engines) and deepest prompt database, though it comes at an enterprise price point.[[1]](https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/)\n- **For Dedicated SaaS/B2B Buyer Research:** **[Strajist](https://strajist.ai/ai-visibility-for/saas)** tracks category and alternative-to prompts across ChatGPT, Claude, Gemini, and Perplexity specifically tailored for B2B SaaS shortlists.[[1]](https://strajist.ai/ai-visibility-for/saas)\n- **For End-to-End GEO Workflows:** **[Dageno AI](https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams)** provides a complete Generative Engine Optimization (GEO) workflow that moves from data monitoring straight into content strategy and execution.[[1]](https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams)\n- **For Budget-Friendly or SEO-Integrated Tracking:** **SE Ranking AI Visibility Tracker** or the **Semrush AI Visibility Toolkit** let teams combine traditional search rank tracking with AI Overviews and multi-engine mention tracking without buying a separate standalone suite.[[1]](https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/)\n\n---\n\n### How to Choose the Right Tool\nWhen evaluating a platform for your SaaS product, look for these core capabilities:\n\n- **Engine Coverage:** Ensure it tracks where your specific B2B buyers research—including ChatGPT, Perplexity, Gemini, Claude, Microsoft Copilot, and Google AI Overviews/Mode.[[1]](https://www.dageno.ai/blog/how-to-evaluate-best-rated-ai-visibility-products-for-saas-teams)[[2]](https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams)[[3]](https://strajist.ai/ai-visibility-for/saas)\n- **Prompt Sampling & Repeatability:** Look for tools that run scheduled checks on real \"alternative-to\" and \"best [category]\" prompts rather than single, manual queries.[[1]](https://alhena.ai/blog/ai-brand-visibility-tracking-tools/)[[2]](https://strajist.ai/ai-visibility-for/saas)\n- **Citation & Source Analysis:** A good tool should tell you *why* an AI model recommends a competitor, which third-party review sites or articles it cited, and which queries you are missing.[[1]](https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams)[[2]](https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/)[[3]](https://strajist.ai/ai-visibility-for/saas)\n- **Actionable Recommendations:** Avoid dashboards that only count mention frequency; prioritize software that helps connect visibility gaps to a content or digital PR fix.[[1]](https://ailedgrowth.com/learn/best-ai-search-visibility-tracking-tools)[[2]](https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams)\n\nIf you'd like to narrow this down, tell me:\n\n- What is your **monthly software budget** for this tool?\n- Are you already using an SEO platform like **Semrush or SE Ranking**?\n- Do you need just **monitoring/reporting** or a tool with **content optimization** features?",
      "brands": [
        {
          "name": "Profound",
          "domain": "alhena.ai"
        },
        {
          "name": "Strajist",
          "domain": "strajist.ai"
        },
        {
          "name": "Dageno AI",
          "domain": "dageno.ai"
        },
        {
          "name": "SE Ranking"
        },
        {
          "name": "Semrush"
        }
      ],
      "sources": [
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026"
        },
        {
          "url": "https://strajist.ai/ai-visibility-for/saas",
          "domain": "strajist.ai",
          "title": "AI Visibility for SaaS Companies: Track Brand Mentions"
        },
        {
          "url": "https://www.dageno.ai/blog/how-to-choose-the-best-ai-visibility-product-for-saas-teams",
          "domain": "dageno.ai",
          "title": "How to Choose the Best AI Visibility Product for SaaS Teams"
        },
        {
          "url": "https://www.dageno.ai/blog/how-to-evaluate-best-rated-ai-visibility-products-for-saas-teams",
          "domain": "dageno.ai",
          "title": "How to Evaluate Best"
        },
        {
          "url": "https://alhena.ai/blog/ai-brand-visibility-tracking-tools/",
          "domain": "alhena.ai",
          "title": "Best AI Brand Visibility Tracking Tools & Software (2026)"
        },
        {
          "url": "https://ailedgrowth.com/learn/best-ai-search-visibility-tracking-tools",
          "domain": "ailedgrowth.com",
          "title": "AI Search Visibility Tracking Tools (2026) | AI"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 4,
      "engine": "OPENAI",
      "run": 1,
      "askedAt": "2026-10-09T01:23:03.747Z",
      "text": "1. **Lettertrace** — https://lettertrace.com/  \n   Monitors how ChatGPT, Claude, Gemini and other assistants describe your brand and reports visibility, citation and sentiment. ([lettertrace.com](https://lettertrace.com/?utm_source=openai))\n\n2. **Gumshoe** — https://gumshoe.ai/  \n   Runs persona-based audits across multiple models to track mentions, share-of-voice and the attributes AI associates with your brand. ([gumshoe.ai](https://gumshoe.ai/?utm_source=openai))\n\n3. **Digital Otters (AI Brand Mention Monitoring)** — https://www.digitalotters.com/ai-brand-monitoring/  \n   Weekly captures of assistant answers showing whether and how assistants name or describe your company, with factual-checking. ([digitalotters.com](https://www.digitalotters.com/ai-brand-monitoring/?utm_source=openai))\n\n4. **Mentioned (mentioned.at)** — https://mentioned.at/  \n   Free checks and ongoing monitoring that measure how often AI assistants name you, your share-of-voice and example answers as evidence. ([mentioned.at](https://mentioned.at/?utm_source=openai))\n\n5. **Parse** — https://parse.gl/  \n   Scheduled prompts against major AI engines showing percent of answers that mention your brand, tracked questions, and trends over time. ([parse.gl](https://parse.gl/?content_language=English&utm_source=openai))\n\n6. **AskAiRank (AI Brand Monitoring)** — https://askairank.com/product/ai-brand-monitoring  \n   Tracks ChatGPT, Perplexity, Gemini and Claude on a schedule and reports mentions, descriptions, sentiment and citation behavior. ([askairank.com](https://askairank.com/product/ai-brand-monitoring?utm_source=openai))\n\n7. **MentionLab (AI Listening)** — https://www.mentionlab.io/  \n   Positions itself as an “AI listening” platform that classifies whether AI recommends, mentions or warns against a brand and surfaces recurring attributes. ([mentionlab.io](https://www.mentionlab.io/?utm_source=openai))\n\n8. **ChatFeatured / ChatFeatured-like AEO platforms** — (see ChatFeatured listings on ToolRadar)  \n   Platforms in this class monitor AI assistant answers across engines and tie visibility data to action and ROI measurement for brands. ([toolradar.com](https://toolradar.com/guides/best-ai-brand-monitoring-tools?utm_source=openai))\n\n9. **Profound (AI visibility / AEO platforms)** — (company pages and reviews)  \n   Enterprise-grade AI-search visibility platform that monitors brand presence, sentiment, citations and provides workflow for remediation. ([beamtrace.com](https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai))\n\n10. **Reputation.com — AI Reputation Manager** — (see Reputation’s AI Reputation Manager materials)  \n    Allows brands to ask AI questions, capture returned answers, and analyze sentiment, factual gaps and perception for monitoring and remediation. ([go.reputation.com](https://go.reputation.com/hubfs/Training/Guides/Insights_User_Guide.pdf?utm_source=openai))\n\nIf you want, I can (a) filter these to tools that integrate with your analytics stack, (b) show coverage maps (which AI engines each tool actually queries), or (c) produce a short buying checklist comparing pricing, engine coverage, evidence storage, and recommended next steps.",
      "brands": [
        {
          "name": "Lettertrace",
          "domain": "lettertrace.com"
        },
        {
          "name": "Gumshoe",
          "domain": "gumshoe.ai"
        },
        {
          "name": "Digital Otters",
          "domain": "digitalotters.com"
        },
        {
          "name": "Mentioned",
          "domain": "mentioned.at"
        },
        {
          "name": "Parse",
          "domain": "parse.gl"
        },
        {
          "name": "AskAiRank",
          "domain": "askairank.com"
        },
        {
          "name": "MentionLab",
          "domain": "mentionlab.io"
        },
        {
          "name": "ChatFeatured",
          "domain": "toolradar.com"
        },
        {
          "name": "Profound",
          "domain": "beamtrace.com"
        },
        {
          "name": "Reputation.com",
          "domain": "go.reputation.com"
        }
      ],
      "sources": [
        {
          "url": "https://lettertrace.com/?utm_source=openai",
          "domain": "lettertrace.com",
          "title": "Lettertrace: Monitor how AI talks about your brand"
        },
        {
          "url": "https://gumshoe.ai/?utm_source=openai",
          "domain": "gumshoe.ai",
          "title": "Gumshoe | Understand What AI Says About Your Brand"
        },
        {
          "url": "https://www.digitalotters.com/ai-brand-monitoring/?utm_source=openai",
          "domain": "digitalotters.com",
          "title": "AI Brand Mention Monitoring | Track What AI Says About You | Digital Otters — Digital Otters"
        },
        {
          "url": "https://mentioned.at/?utm_source=openai",
          "domain": "mentioned.at",
          "title": "Mentioned — Is Your Brand in AI Answers? Free Check"
        },
        {
          "url": "https://parse.gl/?content_language=English&utm_source=openai",
          "domain": "parse.gl",
          "title": "Get your brand mentioned by AI | Parse"
        },
        {
          "url": "https://askairank.com/product/ai-brand-monitoring?utm_source=openai",
          "domain": "askairank.com",
          "title": "AI Brand Monitoring - Track Brand Mentions Across AI Assistants - AskAiRank"
        },
        {
          "url": "https://www.mentionlab.io/?utm_source=openai",
          "domain": "mentionlab.io",
          "title": "AI Listening: Measure what AI says about brands - MentionLab"
        },
        {
          "url": "https://toolradar.com/guides/best-ai-brand-monitoring-tools?utm_source=openai",
          "domain": "toolradar.com",
          "title": "Best AI Brand Monitoring Tools (2026): 11 Platforms Compared"
        },
        {
          "url": "https://beamtrace.com/blog/best-tools-for-monitoring-chatgpt-mentions?utm_source=openai",
          "domain": "beamtrace.com",
          "title": "Best Tools for Monitoring ChatGPT Mentions in 2026 — Beamtrace"
        },
        {
          "url": "https://go.reputation.com/hubfs/Training/Guides/Insights_User_Guide.pdf?utm_source=openai",
          "domain": "go.reputation.com",
          "title": "5 | AI Reputation Manager"
        }
      ],
      "searchQueries": [
        "services that monitor AI assistant brand mentions how chatbots describe a brand",
        "tools for monitoring AI-generated content brand reputation OpenAI monitoring tools",
        "brand safety monitoring for AI assistants conversational monitoring tools",
        "companies that monitor AI assistant responses for brands examples: Brandwatch, Meltwater, Sprinklr, Dataminr, Zignal Labs AI monitoring",
        "products that test voice assistants and chatbots for brand compliance 'conversational testing' 'AI assistant monitoring'"
      ]
    },
    {
      "prompt": 4,
      "engine": "OPENAI",
      "run": 2,
      "askedAt": "2026-10-09T01:23:54.906Z",
      "text": "1. **Siftly AI (AI Brand Monitoring)** — https://www.siftly.ai — Tracks how major AI engines (ChatGPT, Claude, Gemini, Perplexity) mention, cite, and describe your brand. ([siftly.ai](https://www.siftly.ai/features/ai-brand-monitoring?utm_source=openai))\n\n2. **Zerquon (Brand Monitoring Tool for AI)** — https://zerquon.com — Built specifically to capture brand mentions inside ChatGPT, Claude, Gemini and other AI assistants alongside traditional channels. ([zerquon.com](https://zerquon.com/brand-monitoring-tool?utm_source=openai))\n\n3. **AskAiRank (AI Brand Monitoring)** — https://askairank.com — Surfaces daily metrics on brand mentions, citations, and visibility across major AI engines. ([askairank.com](https://askairank.com/product/ai-brand-monitoring?utm_source=openai))\n\n4. **UltraScout / UltraScout AI Brand Monitor** — https://ultrascout.ai — Monitors mentions and citations across ChatGPT, Gemini, Anthropic Claude, Perplexity, Grok and more; voice assistants available on higher tiers. ([ultrascout.ai](https://ultrascout.ai/ai-brand-monitor?utm_source=openai))\n\n5. **Nightwatch (AI Brand Monitoring)** — https://nightwatch.io (AI Brand Monitoring page) — Tracks when ChatGPT, Claude, Gemini and Perplexity mention your brand and alerts when you’re absent from AI answers. ([v3.nightwatch.io](https://v3.nightwatch.io/ai-brand-monitoring/?utm_source=openai))\n\n6. **Trakkr / Trakkr.ai (AI Brand Monitoring)** — https://trakkr.ai — Focused on measuring how AI answers represent your brand and reporting share-of-voice across assistants. ([trakkr.ai](https://trakkr.ai/ai-brand-monitoring?utm_source=openai))\n\n7. **Linksii (AI Brand Monitoring)** — https://linksii.com — Analyzes each AI response to detect brand mentions, sentiment, positioning and source citations by model. ([linksii.com](https://www.linksii.com/ai-brand-monitoring?utm_source=openai))\n\n8. **MentionDrop** — https://www.mentiondrop.com — Brand mention monitoring that adds AI summaries, sentiment and suggested actions; covers sources AI often misses. ([mentiondrop.com](https://www.mentiondrop.com/?utm_source=openai))\n\n9. **LLMEKNOW** — https://llmeknow.com — Platform explicitly built to measure what ChatGPT, Claude, Gemini and others say about a brand and how descriptions shift by model/audience. ([llmeknow.com](https://llmeknow.com/ai-chatbot-brand-monitoring?utm_source=openai))\n\n10. **Peec AI / Peec (AI visibility & monitoring)** — (vendor pages vary) — Marketed in industry roundups and community tests as a tool that monitors brand mentions across major AI assistants and search platforms. ([reddit.com](https://www.reddit.com/r/u_nisha_dm/comments/1vay3fj/what_are_the_best_tools_to_monitor_your_brands/?utm_source=openai))\n\nIf you want, I can: (a) filter these by price or enterprise vs SMB, (b) show which cover voice assistants (Alexa/Siri) specifically, or (c) summarize differences in detection approach (prompt-based sampling vs large-scale scraping).",
      "brands": [
        {
          "name": "Siftly AI",
          "domain": "siftly.ai"
        },
        {
          "name": "Zerquon",
          "domain": "zerquon.com"
        },
        {
          "name": "AskAiRank",
          "domain": "askairank.com"
        },
        {
          "name": "UltraScout",
          "domain": "ultrascout.ai"
        },
        {
          "name": "Nightwatch",
          "domain": "nightwatch.io"
        },
        {
          "name": "Trakkr",
          "domain": "trakkr.ai"
        },
        {
          "name": "Linksii",
          "domain": "linksii.com"
        },
        {
          "name": "MentionDrop",
          "domain": "mentiondrop.com"
        },
        {
          "name": "LLMEKNOW",
          "domain": "llmeknow.com"
        },
        {
          "name": "Peec AI",
          "domain": "reddit.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.siftly.ai/features/ai-brand-monitoring?utm_source=openai",
          "domain": "siftly.ai",
          "title": "AI Brand Monitoring Software: Track Every AI Mention | Siftly"
        },
        {
          "url": "https://zerquon.com/brand-monitoring-tool?utm_source=openai",
          "domain": "zerquon.com",
          "title": "Brand Monitoring Tool for AI — Track ChatGPT, Reddit & More Free | Zerquon | Zerquon"
        },
        {
          "url": "https://askairank.com/product/ai-brand-monitoring?utm_source=openai",
          "domain": "askairank.com",
          "title": "AI Brand Monitoring - Track Brand Mentions Across AI Assistants - AskAiRank"
        },
        {
          "url": "https://ultrascout.ai/ai-brand-monitor?utm_source=openai",
          "domain": "ultrascout.ai",
          "title": "AI Brand Monitor — Track Your Brand Across AI Apps"
        },
        {
          "url": "https://v3.nightwatch.io/ai-brand-monitoring/?utm_source=openai",
          "domain": "v3.nightwatch.io",
          "title": "AI Brand Monitoring Tool for ChatGPT & LLMs | Nightwatch"
        },
        {
          "url": "https://trakkr.ai/ai-brand-monitoring?utm_source=openai",
          "domain": "trakkr.ai",
          "title": "AI Brand Monitoring - Track Your Brand Across AI Assistants | Trakkr"
        },
        {
          "url": "https://www.linksii.com/ai-brand-monitoring?utm_source=openai",
          "domain": "linksii.com",
          "title": "AI Brand Monitoring — Track Your Brand Across AI Platforms | Linksii | Linksii"
        },
        {
          "url": "https://www.mentiondrop.com/?utm_source=openai",
          "domain": "mentiondrop.com",
          "title": "MentionDrop | Brand Mention Monitoring for AI Agents"
        },
        {
          "url": "https://llmeknow.com/ai-chatbot-brand-monitoring?utm_source=openai",
          "domain": "llmeknow.com",
          "title": "Monitor Brand Mentions in AI Chatbots | LLMEKNOW"
        },
        {
          "url": "https://www.reddit.com/r/u_nisha_dm/comments/1vay3fj/what_are_the_best_tools_to_monitor_your_brands/?utm_source=openai",
          "domain": "reddit.com",
          "title": "What are the best tools to monitor your brand’s presence in AI search engines like ChatGPT, Gemini, Claude, and Perplexity?"
        }
      ],
      "searchQueries": [
        "monitor AI assistant brand mentions service 'brand monitoring' for AI chatbots",
        "companies that monitor AI generated content mentions of brand 'AI content monitoring' 'brand safety' 'AI assistants'",
        "products that track how chatbots describe your brand 'AI hallucination monitoring' 'chatbot monitoring' 'brand mention monitoring'"
      ]
    },
    {
      "prompt": 4,
      "engine": "OPENAI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:48.864Z",
      "text": "1. **Spotlight** — spotlight.ai. Why: Broad LLM coverage and prompt-volume discovery across ChatGPT, Gemini, Perplexity, Copilot and more; recommended as a top starting point in recent comparisons. ([prismnews.com](https://www.prismnews.com/topics/ai-search-visibility/best-tools-to-monitor-brand-presence-in-ai-chatbots-in-2026?utm_source=openai))\n\n2. **Profound** — profound.ai. Why: Positioned as a specialist for measuring brand presence inside AI assistants and included among 2026 shortlists for AI-brand monitoring. ([prismnews.com](https://www.prismnews.com/topics/ai-search-visibility/best-tools-to-monitor-brand-presence-in-ai-chatbots-in-2026?utm_source=openai))\n\n3. **Peec AI** — peec.ai. Why: Marketed specifically to track when and how AI assistants mention and cite your brand across major models. ([prismnews.com](https://www.prismnews.com/topics/ai-search-visibility/best-tools-to-monitor-brand-presence-in-ai-chatbots-in-2026?utm_source=openai))\n\n4. **BrandPing.ai** — brandping.ai. Why: Product explicitly billed as “AI Brand Reputation Monitoring” that queries assistants and alerts when pricing, availability, or claims are wrong. ([brandping.ai](https://brandping.ai/?utm_source=openai))\n\n5. **PeakMetrics (AI Perceptions / Free AI Visibility Check)** — peakmetrics.com. Why: Provides free checks that probe assistants with buyer-style questions and reports brand mention frequency and cited domains. ([peakmetrics.com](https://www.peakmetrics.com/free-tools/ai-perceptions?utm_source=openai))\n\n6. **Diploria AI (AI Brand Monitoring)** — diploria.ai. Why: Offers scheduled runs across multiple assistants and classifies mentions by position, sentiment and citation accuracy. ([diploria.ai](https://diploria.ai/solutions/brand-monitoring?utm_source=openai))\n\n7. **BrandAxis** — brandaxis.ai. Why: Cited by practitioners as an affordable AEO/A I-brand monitoring tool for daily prompt tracking and citation analytics. ([reddit.com](https://www.reddit.com/r/Superframeworks/comments/1t0hviv/best_tools_to_track_when_your_brand_gets/?utm_source=openai))\n\n8. **Promptwatch** — promptwatch.io. Why: Mentioned in community roundups as a tool that tracks prompts and assistant responses so you can monitor brand mentions and errors. ([reddit.com](https://www.reddit.com/r/Superframeworks/comments/1t0hviv/best_tools_to_track_when_your_brand_gets/?utm_source=openai))\n\n9. **MentionBird / MentionBird (AEO tools)** — mentionbird.com. Why: Known in practitioner discussions as an “AEO” tool to notify when your brand appears or is recommended by AI assistants. ([reddit.com](https://www.reddit.com/r/Superframeworks/comments/1t0hviv/best_tools_to_track_when_your_brand_gets/?utm_source=openai))\n\n10. **Recited AI** — recited.ai. Why: Recommended for B2B-focused teams wanting deeper understanding of how AI assistants surface and cite brands in commercial queries. ([reddit.com](https://www.reddit.com/r/SaaS/comments/1vo4r4a/guide_to_ai_brand_visibility_tracking_tools_in/?utm_source=openai))\n\nNotes:\n- These vendors and niche tools are emerging rapidly (2024–2026); capabilities and supported assistants (ChatGPT, Gemini, Claude, Perplexity, Grok, Copilot, etc.) vary by provider and plan. ([cituna.com](https://cituna.com/learn/ai-brand-monitoring?utm_source=openai))\n- If you want, I can rank these specifically for: enterprise-scale coverage, budget/mid-market, or a free/try-before-you-buy shortlist and include links to product pages and pricing pages.",
      "brands": [
        {
          "name": "Spotlight",
          "domain": "spotlight.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "BrandPing.ai",
          "domain": "brandping.ai"
        },
        {
          "name": "PeakMetrics",
          "domain": "peakmetrics.com"
        },
        {
          "name": "Diploria AI",
          "domain": "diploria.ai"
        },
        {
          "name": "BrandAxis",
          "domain": "brandaxis.ai"
        },
        {
          "name": "Promptwatch",
          "domain": "promptwatch.io"
        },
        {
          "name": "MentionBird",
          "domain": "mentionbird.com"
        },
        {
          "name": "Recited AI",
          "domain": "recited.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.prismnews.com/topics/ai-search-visibility/best-tools-to-monitor-brand-presence-in-ai-chatbots-in-2026?utm_source=openai",
          "domain": "prismnews.com",
          "title": "Best AI Chatbot Brand Monitoring Tools 2026 | Prism News"
        },
        {
          "url": "https://brandping.ai/?utm_source=openai",
          "domain": "brandping.ai",
          "title": "BrandPing.ai — AI Brand Reputation Monitoring"
        },
        {
          "url": "https://www.peakmetrics.com/free-tools/ai-perceptions?utm_source=openai",
          "domain": "peakmetrics.com",
          "title": "Which Brands Do AI Assistants Name? Free AI Visibility Check | PeakMetrics"
        },
        {
          "url": "https://diploria.ai/solutions/brand-monitoring?utm_source=openai",
          "domain": "diploria.ai",
          "title": "AI Brand Monitoring Across ChatGPT & More | Diploria AI"
        },
        {
          "url": "https://www.reddit.com/r/Superframeworks/comments/1t0hviv/best_tools_to_track_when_your_brand_gets/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Best tools to track when your brand gets mentioned in ChatGPT, Perplexity, and Gemini (2026 comparison)"
        },
        {
          "url": "https://www.reddit.com/r/SaaS/comments/1vo4r4a/guide_to_ai_brand_visibility_tracking_tools_in/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Guide to AI Brand Visibility Tracking Tools in 2026"
        },
        {
          "url": "https://cituna.com/learn/ai-brand-monitoring?utm_source=openai",
          "domain": "cituna.com",
          "title": "AI Brand Monitoring: How to Track What AI Says About You | Cituna"
        }
      ],
      "searchQueries": [
        "monitor how AI assistants describe a brand service AI assistant brand monitoring 'AI assistants' 'brand' monitoring",
        "tools to monitor chatbot responses brand safety 'chatbot monitoring' 'brand' 'AI' 'monitoring'",
        "companies that audit generative AI outputs for brand compliance 'AI content monitoring' 'brand compliance'"
      ]
    },
    {
      "prompt": 4,
      "engine": "ANTHROPIC",
      "run": 1,
      "askedAt": "2026-10-09T01:23:02.131Z",
      "text": "I'll search for information about services that monitor how AI assistants describe brands.\nBased on current information, here are the top services that monitor how AI assistants describe brands:\n\n1. **\nSiftly\n**, https://siftly.ai\n   \nMonitors brand mentions, rankings, citations, hallucinations, and share of voice across ChatGPT, Claude, Perplexity, and Google AI Overviews\n.\n\n2. **\nProfound\n**, https://www.profound.ai\n   \nBest for enterprise depth & analytics across 10+ AI engines\n.\n\n3. **\nPeec AI\n**, https://peec.ai\n   \nTracks brand mentions across multiple AI platforms and compares your performance against competitors\n.\n\n4. **\nLLM Pulse\n**, https://llmpulse.ai\n   \nProvides a scalable way to monitor mentions, website citations, share of voice, and sentiment from growth over time\n.\n\n5. **\nSerpstat LLM Brand Monitor\n**, https://serpstat.com\n   \nGives clear, actionable insights across 100+ AI models so you can improve how they talk about your brand\n.\n\n6. **\nScrunch\n**, https://scrunch.ai\n   \nShows brand presence across AI assistants, citations in number of prompts and response, as well as opportunities to grow\n.\n\n7. **\nAstiva AI\n**, https://astiva.ai\n   \nTracks how ChatGPT, Claude, Gemini, Perplexity, Grok, Meta AI, Mistral AI, DeepSeek, Google AI Mode, and Google AI Overview mention, recommend, and describe your brand\n.",
      "brands": [
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "Serpstat LLM Brand Monitor",
          "domain": "serpstat.com"
        },
        {
          "name": "Scrunch",
          "domain": "scrunch.ai"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        }
      ],
      "sources": [
        {
          "url": "https://llmpulse.ai/blog/track-brand-mentions/",
          "domain": "llmpulse.ai",
          "title": "How to Track Brand Mentions in AI Search - LLM Pulse"
        },
        {
          "url": "https://www.semrush.com/blog/llm-monitoring-tools/",
          "domain": "semrush.com",
          "title": "The 8 Best LLM Monitoring Tools for Brand Visibility in 2026"
        },
        {
          "url": "https://www.brainlabsdigital.com/the-10-best-tools-for-tracking-ai-visibility/",
          "domain": "brainlabsdigital.com",
          "title": "The 10 Best Tools for Tracking AI Visibility"
        },
        {
          "url": "https://siftly.ai/features/ai-brand-monitoring",
          "domain": "siftly.ai",
          "title": "AI Brand Monitoring Tool for ChatGPT, Perplexity & AI Overviews"
        },
        {
          "url": "https://serpstat.com/page/llm-brand-monitor/",
          "domain": "serpstat.com",
          "title": "LLM Brand Monitor — See How AI Describes Your Brand"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms"
        },
        {
          "url": "https://venturemagazine.net/blog/how-to-monitor-brand-mentions-across-ai-assistants",
          "domain": "venturemagazine.net",
          "title": "How to Monitor Brand Mentions Across AI Assistants - Venture"
        },
        {
          "url": "https://analytics-agent.app/resources/ai-brand-monitoring-tools-compared/",
          "domain": "analytics-agent.app",
          "title": "7 AI Brand Monitoring Tools Compared: Pricing & Features"
        },
        {
          "url": "https://siftly.ai/blog/best-platform-monitor-brand-mentions-ai-overviews-chatbots-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        }
      ],
      "searchQueries": [
        "services monitor AI assistants brand descriptions",
        "AI output monitoring brand mentions chatGPT"
      ]
    },
    {
      "prompt": 4,
      "engine": "ANTHROPIC",
      "run": 2,
      "askedAt": "2026-10-09T01:23:53.847Z",
      "text": "I'll search for services that monitor how AI assistants describe brands.\nBased on the search results, here are the top services that monitor how AI assistants describe brands:\n\n1. **Siftly** - https://siftly.ai\n   \nMonitors brand mentions, rankings, citations, hallucinations, and share of voice across ChatGPT, Claude, Perplexity, and Google AI Overviews\n.\n\n2. **LLM Brand Monitor (Serpstat)** - https://serpstat.com/page/llm-brand-monitor/\n   \nGives clear, actionable insights across 100+ AI models to improve how they describe your brand and competitors like ChatGPT and Gemini\n.\n\n3. **Peec AI** - https://peec.ai\n   \nTracks your brand mentions across multiple AI platforms and compares your performance against competitors\n.\n\n4. **Astiva AI** - https://astiva.ai/ai-brand-monitoring\n   \nTracks how ChatGPT, Claude, Gemini, Perplexity, Grok, Meta AI, Mistral AI, DeepSeek, Google AI Mode, and Google AI Overview mention and describe your brand with daily automated checks\n.\n\n5. **Scrunch** - https://scrunch.ai\n   \nShows brand presence across AI assistants, citations in number of prompts and responses, as well as opportunities to grow\n.\n\n6. **Radarkit** - https://radarkit.ai\n   \nShows how AI assistants describe your brand in real chat environments\n.\n\n7. **Writesonic** - https://writesonic.com\n   \nMonitors how your brand appears in AI-generated responses through their \"AI Search Visibility (GEO) Tool\"\n.",
      "brands": [
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "LLM Brand Monitor (Serpstat)",
          "domain": "serpstat.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        },
        {
          "name": "Scrunch",
          "domain": "scrunch.ai"
        },
        {
          "name": "Radarkit",
          "domain": "radarkit.ai"
        },
        {
          "name": "Writesonic",
          "domain": "writesonic.com"
        }
      ],
      "sources": [
        {
          "url": "https://llmpulse.ai/blog/track-brand-mentions/",
          "domain": "llmpulse.ai",
          "title": "How to Track Brand Mentions in AI Search - LLM Pulse"
        },
        {
          "url": "https://www.semrush.com/blog/llm-monitoring-tools/",
          "domain": "semrush.com",
          "title": "The 8 Best LLM Monitoring Tools for Brand Visibility in 2026"
        },
        {
          "url": "https://www.brainlabsdigital.com/the-10-best-tools-for-tracking-ai-visibility/",
          "domain": "brainlabsdigital.com",
          "title": "The 10 Best Tools for Tracking AI Visibility"
        },
        {
          "url": "https://siftly.ai/features/ai-brand-monitoring",
          "domain": "siftly.ai",
          "title": "AI Brand Monitoring Tool for ChatGPT, Perplexity & AI Overviews"
        },
        {
          "url": "https://serpstat.com/page/llm-brand-monitor/",
          "domain": "serpstat.com",
          "title": "LLM Brand Monitor — See How AI Describes Your Brand"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms"
        },
        {
          "url": "https://venturemagazine.net/blog/how-to-monitor-brand-mentions-across-ai-assistants",
          "domain": "venturemagazine.net",
          "title": "How to Monitor Brand Mentions Across AI Assistants - Venture"
        },
        {
          "url": "https://analytics-agent.app/resources/ai-brand-monitoring-tools-compared/",
          "domain": "analytics-agent.app",
          "title": "7 AI Brand Monitoring Tools Compared: Pricing & Features"
        },
        {
          "url": "https://siftly.ai/blog/best-platform-monitor-brand-mentions-ai-overviews-chatbots-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        }
      ],
      "searchQueries": [
        "services monitor AI assistants brand descriptions",
        "AI output monitoring brand mentions ChatGPT"
      ]
    },
    {
      "prompt": 4,
      "engine": "ANTHROPIC",
      "run": 3,
      "askedAt": "2026-10-09T01:24:46.019Z",
      "text": "Based on current information, here are the top services that monitor how AI assistants describe brands:\n\n1. **Siftly**, https://siftly.ai — \nMonitors brand mentions, rankings, citations, hallucinations, and share of voice across ChatGPT, Claude, Perplexity, and Google AI Overviews\n.\n\n2. **Profound**, https://profound.com — \nDesigned to answer high-level questions about how a brand appears across AI answer engines without requiring deep technical interpretation\n.\n\n3. **Peec AI**, https://peecai.com — \nTracks brand mentions across multiple AI platforms and focuses on brand visibility in AI-generated responses while comparing performance against competitors\n.\n\n4. **Radarkit**, https://radarkit.com — \nShows how AI assistants describe your brand in real chat environments\n.\n\n5. **Serpstat LLM Brand Monitor**, https://serpstat.com — \nGives clear, actionable insights across 100+ AI models so you can improve how they talk about your brand\n.\n\n6. **Astiva AI**, https://astiva.ai — \nTracks how ChatGPT, Claude, Gemini, Perplexity, Grok, Meta AI, Mistral AI, DeepSeek, Google AI Mode, and Google AI Overview mention, recommend, and describe your brand with daily automated checks\n.\n\n7. **SEMrush**, https://semrush.com — \nShows which domains and URLs AI systems reference when describing your brand and helps teams understand how their broader SEO footprint shapes AI-generated narratives, making it valuable for diagnosing misinformation and brand inconsistency\n.",
      "brands": [
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "Profound",
          "domain": "profound.com"
        },
        {
          "name": "Peec AI",
          "domain": "peecai.com"
        },
        {
          "name": "Radarkit",
          "domain": "radarkit.com"
        },
        {
          "name": "Serpstat LLM Brand Monitor",
          "domain": "serpstat.com"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        },
        {
          "name": "SEMrush",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://llmpulse.ai/blog/track-brand-mentions/",
          "domain": "llmpulse.ai",
          "title": "How to Track Brand Mentions in AI Search - LLM Pulse"
        },
        {
          "url": "https://www.brainlabsdigital.com/the-10-best-tools-for-tracking-ai-visibility/",
          "domain": "brainlabsdigital.com",
          "title": "The 10 Best Tools for Tracking AI Visibility"
        },
        {
          "url": "https://www.semrush.com/blog/llm-monitoring-tools/",
          "domain": "semrush.com",
          "title": "The 8 Best LLM Monitoring Tools for Brand Visibility in 2026"
        },
        {
          "url": "https://siftly.ai/features/ai-brand-monitoring",
          "domain": "siftly.ai",
          "title": "AI Brand Monitoring Tool for ChatGPT, Perplexity & AI Overviews"
        },
        {
          "url": "https://serpstat.com/page/llm-brand-monitor/",
          "domain": "serpstat.com",
          "title": "LLM Brand Monitor — See How AI Describes Your Brand"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms"
        },
        {
          "url": "https://venturemagazine.net/blog/how-to-monitor-brand-mentions-across-ai-assistants",
          "domain": "venturemagazine.net",
          "title": "How to Monitor Brand Mentions Across AI Assistants - Venture"
        },
        {
          "url": "https://analytics-agent.app/resources/ai-brand-monitoring-tools-compared/",
          "domain": "analytics-agent.app",
          "title": "7 AI Brand Monitoring Tools Compared: Pricing & Features"
        },
        {
          "url": "https://siftly.ai/blog/best-platform-monitor-brand-mentions-ai-overviews-chatbots-2026",
          "domain": "siftly.ai",
          "title": "10 Best AI Brand Monitoring Tools (2026, Compared)"
        }
      ],
      "searchQueries": [
        "services monitor AI assistants brand descriptions",
        "AI brand monitoring how assistants represent companies"
      ]
    },
    {
      "prompt": 4,
      "engine": "PERPLEXITY",
      "run": 1,
      "askedAt": "2026-10-09T01:22:57.284Z",
      "text": "1. **Profound** — https://www.tryprofound.com — Enterprise-focused monitoring of brand mentions, recommendations, sentiment, competitors, and citations across major AI assistants.[1][3]\n\n2. **Otterly.AI** — https://otterly.ai — Tracks prompt-level visibility and citations across ChatGPT, Google AI Overviews, Perplexity, and Copilot.[3][5]\n\n3. **Peec AI** — https://peec.ai — Provides daily monitoring across multiple AI models, including ChatGPT, Perplexity, Gemini, Claude, and DeepSeek.[3]\n\n4. **Ahrefs Brand Radar** — https://ahrefs.com/brand-radar — Adds AI-mention monitoring to Ahrefs and cross-references appearances with its search index, making it a strong choice for SEO teams.[3]\n\n5. **Semrush AI Toolkit** — https://www.semrush.com — Monitors brand visibility in AI-generated answers alongside conventional search performance.[3][5]\n\n6. **Sight AI** — https://www.trysight.ai — Tracks brand mentions, sentiment, competitors, and visibility scores across ChatGPT, Claude, Perplexity, Gemini, Copilot, and other platforms.[4][9]\n\n7. **Astiva AI** — https://astiva.ai — Runs automated checks across ten AI platforms and reports share of voice, first-mention rate, sentiment, consistency, and changes over time.[6]\n\n8. **Knowatoa** — https://knowatoa.com — Shows how ChatGPT, Claude, Perplexity, and Google AI describe a brand, including competitive positioning and sentiment.[7]\n\n9. **BuzzWatch** — https://buzzwatch.ai — Monitors scheduled prompts on ChatGPT, Google AI Overviews, and Perplexity, with context, sentiment, competitor, dashboard, and alert reporting.[10]",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Semrush AI Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Sight AI",
          "domain": "trysight.ai"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        },
        {
          "name": "Knowatoa",
          "domain": "knowatoa.com"
        },
        {
          "name": "BuzzWatch",
          "domain": "buzzwatch.ai"
        }
      ],
      "sources": [
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-agencies",
          "domain": "deepsmith.ai",
          "title": "Best AI Brand Monitoring Tools for Agencies"
        },
        {
          "url": "https://getdigitize.com/blog/ai-driven-brand-monitoring/",
          "domain": "getdigitize.com",
          "title": "Elevating Brand Guardianship: How AI-Driven Monitoring ..."
        },
        {
          "url": "https://www.wikibusines.net/blog/ai-brand-monitoring-tools-2026",
          "domain": "wikibusines.net",
          "title": "AI Brand Monitoring 2026: Tools, Costs, What to Track"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-for-enterprises",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Tools for Enterprises in 2026 - Sight AI"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-platform",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Platforms for 2026 Now"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms - Astiva AI"
        },
        {
          "url": "https://www.linkedin.com/posts/jeffsauer_aimonitoring-brandtracking-marketingtools-activity-7353795294628569090-J_xF",
          "domain": "linkedin.com",
          "title": "🔥 TOOL OF THE DAY: Knowatoa | Jeff Sauer posted on the topic | LinkedIn"
        },
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          "url": "https://www.digitalotters.com/ai-brand-monitoring/",
          "domain": "digitalotters.com",
          "title": "AI Brand Mention Monitoring | Track What AI Says About You"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-monitoring-tools",
          "domain": "trysight.ai",
          "title": "Best AI Monitoring Tools: 9 Platforms To Track Performance - Sight AI"
        },
        {
          "url": "https://buzzwatch.ai/features/ai-brand-monitoring",
          "domain": "buzzwatch.ai",
          "title": "AI Brand Monitoring"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 4,
      "engine": "PERPLEXITY",
      "run": 2,
      "askedAt": "2026-10-09T01:23:50.418Z",
      "text": "1. **Profound** — profounds.com — Enterprise-grade monitoring of how AI assistants mention, recommend, and position brands, with competitor and citation analysis.[1][3]\n\n2. **Otterly.AI** — otterly.ai — Tracks brand visibility, prompt-level mentions, and cited links across ChatGPT, Google AI Overviews, Perplexity, and Copilot.[3][5]\n\n3. **Peec AI** — peec.ai — Monitors brand descriptions across multiple AI models, including ChatGPT, Perplexity, Gemini, Claude, and DeepSeek.[3]\n\n4. **Ahrefs Brand Radar** — ahrefs.com — Measures AI mentions and cross-references them with Ahrefs’ search index, making it a strong fit for SEO teams.[3]\n\n5. **Semrush AI Toolkit** — semrush.com — Combines AI-visibility tracking with traditional SEO data to show how brands appear in AI-generated answers.[3][5]\n\n6. **Brandwatch AI Monitor** — brandwatch.com — Adds AI-conversation monitoring to established social listening, sentiment, and brand intelligence workflows.[4][5]\n\n7. **Sight AI** — trysight.ai — Tracks brand mentions, sentiment, competitors, and visibility trends across ChatGPT, Claude, Perplexity, Gemini, Copilot, and other platforms.[4][9]\n\n8. **Astiva AI** — astiva.ai — Runs daily checks across ten AI platforms and reports mention rate, recommendation position, sentiment, share of voice, and consistency.[6]\n\n9. **BuzzWatch** — buzzwatch.ai — Monitors scheduled prompts on ChatGPT, Google AI Overviews, and Perplexity, capturing positioning, sentiment, and competitor context.[10]\n\n10. **Mentionable** — mentionable.io — Agency-oriented monitoring for how brands appear in AI answers, including visibility, citations, sentiment, and competitive share of voice.[1]",
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        {
          "name": "Profound",
          "domain": "profounds.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Semrush AI Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Brandwatch AI Monitor",
          "domain": "brandwatch.com"
        },
        {
          "name": "Sight AI",
          "domain": "trysight.ai"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        },
        {
          "name": "BuzzWatch",
          "domain": "buzzwatch.ai"
        },
        {
          "name": "Mentionable",
          "domain": "mentionable.io"
        }
      ],
      "sources": [
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-agencies",
          "domain": "deepsmith.ai",
          "title": "Best AI Brand Monitoring Tools for Agencies"
        },
        {
          "url": "https://getdigitize.com/blog/ai-driven-brand-monitoring/",
          "domain": "getdigitize.com",
          "title": "Elevating Brand Guardianship: How AI-Driven Monitoring ..."
        },
        {
          "url": "https://www.wikibusines.net/blog/ai-brand-monitoring-tools-2026",
          "domain": "wikibusines.net",
          "title": "AI Brand Monitoring 2026: Tools, Costs, What to Track"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-for-enterprises",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Tools for Enterprises in 2026 - Sight AI"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-platform",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Platforms for 2026 Now"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms - Astiva AI"
        },
        {
          "url": "https://www.linkedin.com/posts/jeffsauer_aimonitoring-brandtracking-marketingtools-activity-7353795294628569090-J_xF",
          "domain": "linkedin.com",
          "title": "🔥 TOOL OF THE DAY: Knowatoa | Jeff Sauer posted on the topic | LinkedIn"
        },
        {
          "url": "https://www.digitalotters.com/ai-brand-monitoring/",
          "domain": "digitalotters.com",
          "title": "AI Brand Mention Monitoring | Track What AI Says About You"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-monitoring-tools",
          "domain": "trysight.ai",
          "title": "Best AI Monitoring Tools: 9 Platforms To Track Performance - Sight AI"
        },
        {
          "url": "https://buzzwatch.ai/features/ai-brand-monitoring",
          "domain": "buzzwatch.ai",
          "title": "AI Brand Monitoring"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 4,
      "engine": "PERPLEXITY",
      "run": 3,
      "askedAt": "2026-10-09T01:24:42.547Z",
      "text": "1. **Profound** — https://www.tryprofound.com — Enterprise-focused monitoring of how ChatGPT, Perplexity, Gemini, and other assistants mention, recommend, and describe brands.[1][3]\n\n2. **Otterly.AI** — https://otterly.ai — Tracks brand mentions, rankings, competitors, and cited links across ChatGPT, Google AI Overviews, Perplexity, and Copilot.[3][5]\n\n3. **Peec AI** — https://peec.ai — Provides recurring AI-visibility tracking across multiple models, including ChatGPT, Perplexity, Gemini, Claude, and DeepSeek.[3]\n\n4. **Ahrefs Brand Radar** — https://ahrefs.com/brand-radar — Measures AI mentions and connects them with Ahrefs’ search-index data, making it a strong fit for SEO teams.[3]\n\n5. **Semrush AI Toolkit** — https://www.semrush.com — Combines AI-answer visibility monitoring with broader SEO and competitive-analysis features.[3][5]\n\n6. **Sight AI** — https://www.trysight.ai — Monitors brand mentions, sentiment, competitive positioning, and visibility scores across major AI platforms.[4][9]\n\n7. **Brandwatch AI Monitor** — https://www.brandwatch.com — Adds AI-conversation monitoring to Brandwatch’s established social-listening and reputation platform.[4][5]\n\n8. **Astiva AI** — https://astiva.ai — Runs automated checks across ten AI platforms and reports mention frequency, sentiment, first-position rate, consistency, and share of voice.[6]\n\n9. **BuzzWatch** — https://buzzwatch.ai — Regularly queries ChatGPT, Google AI Overviews, and Perplexity, then analyzes brand context, sentiment, and competitor mentions.[10]\n\n10. **Knowatoa** — https://knowatoa.com — Tracks how assistants describe a brand, compares competitor recommendations, and monitors sentiment across ChatGPT, Claude, Perplexity, and Google AI.[7]",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Semrush AI Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Sight AI",
          "domain": "trysight.ai"
        },
        {
          "name": "Brandwatch AI Monitor",
          "domain": "brandwatch.com"
        },
        {
          "name": "Astiva AI",
          "domain": "astiva.ai"
        },
        {
          "name": "BuzzWatch",
          "domain": "buzzwatch.ai"
        },
        {
          "name": "Knowatoa",
          "domain": "knowatoa.com"
        }
      ],
      "sources": [
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-agencies",
          "domain": "deepsmith.ai",
          "title": "Best AI Brand Monitoring Tools for Agencies"
        },
        {
          "url": "https://getdigitize.com/blog/ai-driven-brand-monitoring/",
          "domain": "getdigitize.com",
          "title": "Elevating Brand Guardianship: How AI-Driven Monitoring ..."
        },
        {
          "url": "https://www.wikibusines.net/blog/ai-brand-monitoring-tools-2026",
          "domain": "wikibusines.net",
          "title": "AI Brand Monitoring 2026: Tools, Costs, What to Track"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-for-enterprises",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Tools for Enterprises in 2026 - Sight AI"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-visibility-tracking-platform",
          "domain": "trysight.ai",
          "title": "9 Best AI Visibility Tracking Platforms for 2026 Now"
        },
        {
          "url": "https://astiva.ai/ai-brand-monitoring",
          "domain": "astiva.ai",
          "title": "AI Brand Monitoring: Track Your Brand Across AI Platforms - Astiva AI"
        },
        {
          "url": "https://www.linkedin.com/posts/jeffsauer_aimonitoring-brandtracking-marketingtools-activity-7353795294628569090-J_xF",
          "domain": "linkedin.com",
          "title": "🔥 TOOL OF THE DAY: Knowatoa | Jeff Sauer posted on the topic | LinkedIn"
        },
        {
          "url": "https://www.digitalotters.com/ai-brand-monitoring/",
          "domain": "digitalotters.com",
          "title": "AI Brand Mention Monitoring | Track What AI Says About You"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-monitoring-tools",
          "domain": "trysight.ai",
          "title": "Best AI Monitoring Tools: 9 Platforms To Track Performance - Sight AI"
        },
        {
          "url": "https://buzzwatch.ai/features/ai-brand-monitoring",
          "domain": "buzzwatch.ai",
          "title": "AI Brand Monitoring"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 4,
      "engine": "GEMINI",
      "run": 1,
      "askedAt": "2026-10-09T01:23:01.262Z",
      "text": "1. **Profound**\n   - Website: `profound.com`\n   - Enterprise-grade platform that tracks how brands appear, rank, and are described across major AI models and answer engines.\n\n2. **OtterlyAI**\n   - Website: `otterly.ai`\n   - Affordable monitoring tool designed for marketing teams to track brand positioning and visibility shifts in AI search.\n\n3. **Peec AI**\n   - Website: `peec.ai`\n   - Mid-market platform providing automated tracking of AI share-of-voice, competitor analysis, and narrative sentiment.\n\n4. **Semrush AI Toolkit**\n   - Website: `semrush.com`\n   - Integrated addition to the main SEO suite that evaluates brand performance, narrative, and visibility across AI search assistants.\n\n5. **Ahrefs Brand Radar**\n   - Website: `ahrefs.com`\n   - Built-in prompt research and tracking feature that logs how AI platforms mention and cite your brand relative to competitors.\n\n6. **RankZero**\n   - Website: `rankzero.ai`\n   - Specialized service offering daily multi-engine tracking to monitor brand sentiment, positioning, and source citations.",
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          "domain": "profound.com"
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        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
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        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Semrush AI Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "RankZero",
          "domain": "rankzero.ai"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE6K8IlsoIpV46UfDS_A0k9rusWR5bGNLZ1QIHb37MqWEKVyxNEr4Kx4XeTLCC_kMTwcECbjYzuaOeJeztTXsQJT63StNlJpxezSkxo4CXmZDF2-pVP70R0QJ92MBiSQT3s1n0dMeSLLcKG9A==",
          "domain": "cloro.dev"
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          "domain": "limy.ai"
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          "domain": "vectoron.ai"
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGj_6TZDeLajXDgjKXZQykf9dp3FuX02-y9O5Ne-aMjPDjD9nxI5VY91ckY5RI9Q8qRT-d95mxMOLh4OcAPLZWi6fZzbLyap6TcyE0ibUyEkGXAyWZm_WbQOu5Tjlk75ltMzc9J05fj",
          "domain": "semrush.com"
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        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEPipDsNAew2wKFTCI2iWlmnuKL061GHcMXYMYZjCW9jzXL51EGmKPjpZ63WkWTxMldmfglKcJs5D7jQ5yW8gzCHelqZhWzVq_wYJRlpuXTx3sMu9KraLtyoIiFvY20kKkgLT-Gh9g=",
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEDJEhOm6wmqzMoifoQaoN3hiJU-ij9S4F3epL7L4iDIWbq2SOyHWdGloSFY7UPM8ETGZPRurUBbL5741YSYwIphK0PA0nSuKFqEzxcYWfayMSyyOfzNGR_Woweh_Q2",
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    {
      "prompt": 4,
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      "run": 2,
      "askedAt": "2026-10-09T01:23:54.644Z",
      "text": "To monitor how AI assistants and answer engines (like ChatGPT, Claude, Gemini, and Perplexity) describe, recommend, and perceive your brand, a specialized category of Generative Engine Optimization (GEO) and AI visibility tools is used. \n\n1. **Profound** [https://profound.com](https://profound.com)  \n   A leading enterprise-grade platform that tracks AI visibility, sentiment analysis, and exact brand mentions across major conversational search engines and LLMs.\n2. **Peec AI** [https://peec.ai](https://peec.ai)  \n   Provides multi-engine tracking, competitor benchmarking, and clickstream data correlations to show how often AI recommends your brand relative to competitors.\n3. **OtterlyAI** [https://otterly.ai](https://otterly.ai)  \n   An affordable, user-friendly monitoring tool built for marketing teams to audit how AI assistants present their brand and track optimization efforts over time.\n4. **LLM Pulse** [https://llmpulse.ai](https://llmpulse.ai)  \n   An all-in-one AI search visibility and reputation platform offering automated prompt tracking, customizable dashboards, and white-label reporting for agencies.\n5. **BrandInAI** [https://brandinai.com](https://brandinai.com)  \n   An analytical SaaS platform specifically designed to measure brand presence, sentiment, context, and share of voice inside generative AI models like ChatGPT, Gemini, and Perplexity.\n6. **Nightwatch** [https://nightwatch.io](https://nightwatch.io)  \n   An established rank-tracking platform that includes dedicated AI visibility and LLM tracking modules to monitor position, visibility scores, and growth trends across conversational engines.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
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          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "LLM Pulse",
          "domain": "llmpulse.ai"
        },
        {
          "name": "BrandInAI",
          "domain": "brandinai.com"
        },
        {
          "name": "Nightwatch",
          "domain": "nightwatch.io"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFyS8ThT2UR8695aAeBfhuyL_lz0cJrbiV4wqRjLQQGn17hazzIEYehxLR6WfZY8aFtqXFDLPpa9Zh82wEakWd87p2pxfcNRfiVlSjTGLkJRWmtLTYfGZYeIj5NTQgxYinkDvI=",
          "domain": "aibrandreport.com"
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      "text": "1. **Profound**\n   - Website: profound.com\n   - A leading enterprise-grade platform specialized in tracking how major LLMs perceive, cite, and describe brands across multiple AI search engines.\n\n2. **Peec AI**\n   - Website: peec.ai\n   - Focuses on deep competitor benchmarking and tracking brand visibility changes inside AI-generated conversations.\n\n3. **Otterly.ai**\n   - Website: otterly.ai\n   - Provides automated, budget-friendly monitoring and change detection for marketing teams to see how their presence in AI answers evolves over time.\n\n4. **Semrush AI Visibility Toolkit**\n   - Website: semrush.com\n   - An add-on for existing Semrush users that maps traditional search efforts against how AI assistants talk about a brand.\n\n5. **Ahrefs Brand Radar**\n   - Website: ahrefs.com\n   - Integrates prompt research and AI-analytics at scale to help benchmark a brand's footprint inside LLM outputs.\n\n6. **Brand24**\n   - Website: brand24.com\n   - Combines traditional social listening with AI mention and sentiment tracking to monitor brand descriptions across models like ChatGPT and Gemini.",
      "brands": [
        {
          "name": "Profound",
          "domain": "profound.com"
        },
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          "name": "Peec AI",
          "domain": "peec.ai"
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        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
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        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "Brand24",
          "domain": "brand24.com"
        }
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        "track how AI assistants describe brand tools"
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    {
      "prompt": 4,
      "engine": "GROK",
      "run": 1,
      "askedAt": "2026-10-09T01:23:16.208Z",
      "text": "**1. Rankshift**  \nhttps://www.rankshift.ai/brand-perception/  \nTracks recurring themes, sentiment, and cited sources across ChatGPT, Gemini, Perplexity, and other models to show exactly how they describe a brand.[[1]](https://www.rankshift.ai/brand-perception/)\n\n**2. Yoast AI Brand Insights**  \nhttps://yoast.com/features/ai-features/ai-brand-insights/  \nRuns weekly scans of brand mentions, sentiment analysis, source citations, and competitive positioning in responses from ChatGPT, Perplexity, Gemini, and Claude.[[2]](https://yoast.com/features/ai-features/ai-brand-insights/)\n\n**3. Semrush Brand Sentiment / AI Visibility Toolkit**  \nhttps://www.semrush.com/features/brand-sentiment/  \nAnalyzes exact phrasing, sentiment (positive/neutral/negative), share of voice, and narrative drivers across major LLMs with competitor benchmarking.[[3]](https://www.semrush.com/features/brand-sentiment/)\n\n**4. Peec AI**  \nhttps://peec.ai/  \nExtracts AI-associated attributes (e.g., “modern,” “costly”), scores associations vs. competitors, and surfaces sources shaping brand descriptions in multiple models.[[4]](https://peec.ai/product/brand-perception)\n\n**5. Siftly**  \nhttps://siftly.ai/  \nMonitors daily mention rates, sentiment, positioning, hallucination flags, and competitor comparisons across ChatGPT, Claude, Gemini, Perplexity, and others.[[5]](https://siftly.ai/features/ai-brand-monitoring)\n\n**6. AISEO Brand Monitor**  \nhttps://aiseo.ai/ai-brand-monitoring  \nAutomates weekly tracking of mentions, citations, positive/neutral/negative framing, and descriptions from ChatGPT, Gemini, Perplexity, Claude, Grok, and Google AI Overviews.[[6]](https://aiseo.ai/ai-brand-monitoring)\n\n**7. Otterly (Otterly.ai)**  \nhttps://otterly.ai/ (or similar domain per listings)  \nProvides approachable dashboards for AI mention frequency, rank/position, and sentiment monitoring focused on clean visibility tracking across key models.[[7]](https://www.outriggerai.com/blog/best-llm-brand-monitoring-tools)\n\nThese tools specialize in querying AI assistants with brand- and category-relevant prompts, then parsing the resulting descriptions for sentiment, themes, accuracy, and sources.",
      "brands": [
        {
          "name": "Rankshift",
          "domain": "rankshift.ai"
        },
        {
          "name": "Yoast AI Brand Insights",
          "domain": "yoast.com"
        },
        {
          "name": "Semrush Brand Sentiment / AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "AISEO Brand Monitor",
          "domain": "aiseo.ai"
        },
        {
          "name": "Otterly",
          "domain": "otterly.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.rankshift.ai/brand-perception/",
          "domain": "rankshift.ai"
        },
        {
          "url": "https://yoast.com/features/ai-features/ai-brand-insights/",
          "domain": "yoast.com"
        },
        {
          "url": "https://www.semrush.com/features/brand-sentiment/",
          "domain": "semrush.com"
        },
        {
          "url": "https://peec.ai/product/brand-perception",
          "domain": "peec.ai"
        },
        {
          "url": "https://siftly.ai/features/ai-brand-monitoring",
          "domain": "siftly.ai"
        },
        {
          "url": "https://aiseo.ai/ai-brand-monitoring",
          "domain": "aiseo.ai"
        },
        {
          "url": "https://www.outriggerai.com/blog/best-llm-brand-monitoring-tools",
          "domain": "outriggerai.com"
        }
      ],
      "searchQueries": [
        "services monitor how AI assistants describe brand",
        "AI LLM brand perception monitoring tools",
        "\"brand monitoring\" AI OR LLM OR \"ChatGPT\" OR Claude"
      ]
    },
    {
      "prompt": 4,
      "engine": "GROK",
      "run": 2,
      "askedAt": "2026-10-09T01:24:10.834Z",
      "text": "**1. Profound**  \nhttps://tryprofound.com  \nEnterprise leader for deep analytics on brand perception, sentiment, and mentions across 9+ AI engines.[[1]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**2. Mencoro**  \nhttps://mencoro.com  \nSpecializes in detailed mention-type classification, sentiment scoring, and share-of-voice across ChatGPT, Perplexity, Claude, and Google AI surfaces.[[1]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**3. Semrush AI Brand Sentiment**  \nhttps://www.semrush.com/features/brand-sentiment/  \nTracks exact phrasing, framing, and sentiment LLMs use when describing brands, with competitive comparisons and strategy recommendations.[[2]](https://www.semrush.com/features/brand-sentiment/)\n\n**4. Otterly.AI**  \nhttps://otterly.ai  \nBudget-friendly daily monitoring of brand visibility, citations, and positioning across ChatGPT, Perplexity, AI Overviews, and Copilot.[[1]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**5. Peec AI**  \nhttps://peec.ai  \nStrong on competitor benchmarking, brand perception, fact-checking, and source analytics across multiple models.[[1]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**6. Yoast AI Brand Insights**  \nhttps://yoast.com/features/ai-features/ai-brand-insights/  \nWeekly automated scans delivering an AI Visibility Index with sentiment, mentions, citations, and competitive positioning in ChatGPT, Perplexity, Gemini, and Claude.[[3]](https://yoast.com/features/ai-features/ai-brand-insights/)\n\n**7. Siftly**  \nhttps://siftly.ai  \nParses AI responses across six dimensions including sentiment, hallucinations, position, and competitor share for ChatGPT, Claude, Perplexity, and Google AI Overviews.[[4]](https://siftly.ai/features/ai-brand-monitoring)\n\n**8. Rankshift**  \nhttps://www.rankshift.ai  \nFocuses on recurring themes, sentiment per model, and cited sources when AI describes your brand across ChatGPT, Gemini, Perplexity, Claude, and more.[[5]](https://www.rankshift.ai/brand-perception/)",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Mencoro",
          "domain": "mencoro.com"
        },
        {
          "name": "Semrush AI Brand Sentiment",
          "domain": "semrush.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Yoast AI Brand Insights",
          "domain": "yoast.com"
        },
        {
          "name": "Siftly",
          "domain": "siftly.ai"
        },
        {
          "name": "Rankshift",
          "domain": "rankshift.ai"
        }
      ],
      "sources": [
        {
          "url": "https://mencoro.com/best/ai-brand-monitoring-tools/",
          "domain": "mencoro.com"
        },
        {
          "url": "https://www.semrush.com/features/brand-sentiment/",
          "domain": "semrush.com"
        },
        {
          "url": "https://yoast.com/features/ai-features/ai-brand-insights/",
          "domain": "yoast.com"
        },
        {
          "url": "https://siftly.ai/features/ai-brand-monitoring",
          "domain": "siftly.ai"
        },
        {
          "url": "https://www.rankshift.ai/brand-perception/",
          "domain": "rankshift.ai"
        }
      ],
      "searchQueries": [
        "services that monitor how AI assistants describe brands",
        "AI brand monitoring tools track ChatGPT descriptions",
        "\"AI monitoring\" brand reputation OR mentions tools OR services"
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    },
    {
      "prompt": 4,
      "engine": "GROK",
      "run": 3,
      "askedAt": "2026-10-09T01:25:02.911Z",
      "text": "**1. Profound**  \nhttps://tryprofound.com  \nEnterprise leader for deep multi-LLM analytics, sentiment, competitor benchmarking, and large-scale prompt tracking across ChatGPT, Perplexity, Gemini, and more.[[1]](https://www.outriggerai.com/blog/best-llm-brand-monitoring-tools)\n\n**2. Otterly.ai**  \nhttps://otterly.ai  \nPopular affordable option ($29/mo entry) with clean dashboards for daily mention, rank, and citation monitoring across ChatGPT, AI Overviews, Perplexity, and Copilot.[[2]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**3. Peec AI**  \nhttps://peec.ai  \nStrong for competitor share-of-voice, perception metrics, fact-checking, and sentiment tracking across multiple AI engines at accessible pricing.[[2]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**4. Semrush AI Brand Sentiment**  \nhttps://www.semrush.com/features/brand-sentiment/  \nIntegrated SEO platform tracking exact LLM phrasing, sentiment ratios, mention strengths vs. competitors, and actionable recommendations at scale.[[3]](https://www.semrush.com/features/brand-sentiment/)\n\n**5. Ahrefs Brand Radar**  \nhttps://ahrefs.com  \nTrusted SEO data provider delivering reliable AI mention tracking and visibility insights within its established ecosystem.[[1]](https://www.outriggerai.com/blog/best-llm-brand-monitoring-tools)\n\n**6. AthenaHQ**  \nhttps://athenahq.com  \nBroad model coverage (up to 11) with sentiment analysis, GEO focus, and agency-friendly monitoring plus optimization workflows.[[2]](https://mencoro.com/best/ai-brand-monitoring-tools/)\n\n**7. Scrunch AI**  \nhttps://scrunch.ai  \nCombines monitoring with AI agent optimization, misinformation detection, and strong multi-engine coverage for brands needing both visibility and fixes.[[4]](https://appscribed.com/ai-brand-monitoring/)\n\n**8. Rankshift**  \nhttps://www.rankshift.ai  \nFocuses on recurring themes, sentiment, and cited sources in AI responses about your brand across major models like ChatGPT, Gemini, and Perplexity.[[5]](https://www.rankshift.ai/brand-perception/)",
      "brands": [
        {
          "name": "Profound",
          "domain": "tryprofound.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Semrush AI Brand Sentiment",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.com"
        },
        {
          "name": "Scrunch AI",
          "domain": "scrunch.ai"
        },
        {
          "name": "Rankshift",
          "domain": "rankshift.ai"
        }
      ],
      "sources": [
        {
          "url": "https://www.outriggerai.com/blog/best-llm-brand-monitoring-tools",
          "domain": "outriggerai.com"
        },
        {
          "url": "https://mencoro.com/best/ai-brand-monitoring-tools/",
          "domain": "mencoro.com"
        },
        {
          "url": "https://www.semrush.com/features/brand-sentiment/",
          "domain": "semrush.com"
        },
        {
          "url": "https://appscribed.com/ai-brand-monitoring/",
          "domain": "appscribed.com"
        },
        {
          "url": "https://www.rankshift.ai/brand-perception/",
          "domain": "rankshift.ai"
        }
      ],
      "searchQueries": [
        "services to monitor how AI describes brands",
        "AI brand monitoring tools LLM reputation",
        "\"AI visibility\" OR \"LLM monitoring\" brand OR reputation tool OR service"
      ]
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    {
      "prompt": 4,
      "engine": "AI_OVERVIEW",
      "run": 1,
      "askedAt": "2026-10-10T15:15:42.014Z",
      "text": "Services that monitor how AI assistants, chatbots, and generative search engines describe a brand are known as **AI brand visibility** or **AI monitoring** tools . They track mentions, sentiment, Share of AI Voice, citations, and competitor positioning across platforms like ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.[[1]](https://metaflow.life/blog/best-ai-brand-monitoring-tools)[[2]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-content-teams)[[3]](https://www.trysight.ai/blog/top-brand-monitoring-platforms)[[4]](https://www.citehawk.com/blog/brand-monitoring-tools)[[5]](https://saasarc.com/ai-search-geo-reviews/best-ai-brand-monitoring-tools-2026/)\n\n### Top AI Brand Monitoring Tools\n\n- **Otterly.AI** : Best for multi-LLM tracking and affordable, self-serve AI search monitoring.\n- **Sight AI** : Best for enterprise marketing teams tracking Share of AI Voice, prompt shifts, and competitive benchmarking at scale.\n- **Profound** : Built specifically for enterprise Generative Engine Optimization (GEO) and AI visibility programs.\n- **Peec AI** : Best for budget-conscious startups and straightforward AI search analytics.\n- **Ahrefs Brand Radar** : Built for large-scale prompt research and tracking brand presence across massive web indexes.\n- **Radar Kit** : Monitors AI search tracking across Google AI Overviews, ChatGPT, Perplexity, Gemini, and Copilot, with local and multi-location tracking.\n- **Scrunch AI** : Focuses on customer-journey tracking and crawler visibility inside AI models.\n- **Writesonic** : An enterprise-focused tool that monitors AI visibility and offers content optimization suggestions.[[1]](https://ai.theblogchatter.com/intelligence-reports/5-best-enterprise-ai-brand-monitoring-tools-in-2026)[[2]](https://metaflow.life/blog/best-ai-brand-monitoring-tools)[[3]](https://www.trysight.ai/blog/top-brand-monitoring-platforms)[[4]](https://www.unite.ai/best-ai-visibility-tools/)[[5]](https://www.youtube.com/watch?v=olyx9LJHi-g)[[6]](https://www.trysight.ai/blog/ai-chatbot-brand-monitoring-tools)\n\n### Key Metrics These Services Track\n\n- **Share of AI Voice:** Your brand’s total mentions divided by all category mentions in an LLM's response.\n- **Mention vs. Citation Rate:** Whether an AI names your brand, and whether it links directly to your website as a source.\n- **Prompt-Level Detail:** How specific buyer questions or prompts trigger your brand versus competitors.\n- **Sentiment & Positioning:** How favorably or accurately AI models describe your products compared to alternatives.[[1]](https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-content-teams)[[2]](https://metaflow.life/blog/best-ai-brand-monitoring-tools)[[3]](https://www.trysight.ai/blog/top-brand-monitoring-platforms)[[4]](https://www.citehawk.com/blog/brand-monitoring-tools)",
      "brands": [
        {
          "name": "ChatGPT"
        },
        {
          "name": "Claude"
        },
        {
          "name": "Perplexity"
        },
        {
          "name": "Gemini"
        },
        {
          "name": "Google AI Overviews"
        },
        {
          "name": "Otterly.AI"
        },
        {
          "name": "Sight AI"
        },
        {
          "name": "Profound"
        },
        {
          "name": "Peec AI"
        },
        {
          "name": "Ahrefs Brand Radar"
        },
        {
          "name": "Radar Kit"
        },
        {
          "name": "Copilot"
        },
        {
          "name": "Scrunch AI"
        },
        {
          "name": "Writesonic"
        }
      ],
      "sources": [
        {
          "url": "https://metaflow.life/blog/best-ai-brand-monitoring-tools",
          "domain": "metaflow.life",
          "title": "Best AI Brand Monitoring Tools for Tracking Mentions Across ..."
        },
        {
          "url": "https://www.trysight.ai/blog/top-brand-monitoring-platforms",
          "domain": "trysight.ai",
          "title": "Top Brand Monitoring Platforms: 2026 Guide & Reviews"
        },
        {
          "url": "https://deepsmith.ai/blog/best-ai-brand-monitoring-tools-for-content-teams",
          "domain": "deepsmith.ai",
          "title": "Best AI Brand Monitoring Tools for Content Teams - DeepSmith"
        },
        {
          "url": "https://www.citehawk.com/blog/brand-monitoring-tools",
          "domain": "citehawk.com",
          "title": "10 Best Brand Monitoring Tools for AI Search (2026)"
        },
        {
          "url": "https://www.unite.ai/best-ai-visibility-tools/",
          "domain": "unite.ai",
          "title": "10 Best AI Visibility Tools for Tracking Brand Mentions and Citations ..."
        },
        {
          "url": "https://ai.theblogchatter.com/intelligence-reports/5-best-enterprise-ai-brand-monitoring-tools-in-2026",
          "domain": "ai.theblogchatter.com",
          "title": "5 Best Enterprise AI Brand Monitoring Tools in 2026"
        },
        {
          "url": "https://www.youtube.com/watch?v=olyx9LJHi-g",
          "domain": "youtube.com",
          "title": "Best AI Search Tracking Tools for Brand Monitoring in 2026"
        },
        {
          "url": "https://saasarc.com/ai-search-geo-reviews/best-ai-brand-monitoring-tools-2026/",
          "domain": "saasarc.com",
          "title": "Best AI Brand Monitoring Tools 2026 — Honest Comparison"
        },
        {
          "url": "https://www.trysight.ai/blog/ai-chatbot-brand-monitoring-tools",
          "domain": "trysight.ai",
          "title": "Top 7 AI Chatbot Brand Monitoring Tools for 2026 Tips"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 5,
      "engine": "OPENAI",
      "run": 1,
      "askedAt": "2026-10-09T01:23:12.954Z",
      "text": "1. **SE Ranking — https://seranking.com/**  \n   Affordable, entry-friendly AI-visibility module that tracks prompts and AI mentions at lower price points for freelancers/small agencies. ([fokal.com](https://www.fokal.com/ai-seo/ai-visibility-tools-compared?utm_source=openai))\n\n2. **Frase — https://frase.io/**  \n   Focuses on tracking AI citations and closing the loop with content optimization—good value for teams that want detection plus content fixes. ([frase.io](https://www.frase.io/blog/the-10-best-ai-visibility-tools-in-2026?utm_source=openai))\n\n3. **Semrush (AI Visibility Toolkit) — https://semrush.com/**  \n   Established SEO suite with an AI Visibility toolkit (starts around a low-mid monthly tier) that tracks AI Overviews/assistant mentions and integrates with your SEO stack. ([semrush.com](https://www.semrush.com/solutions/ai-visibility/?utm_source=openai))\n\n4. **Geodeck — https://geodeck.io/**  \n   Purpose-built AI-visibility/monitoring tool that’s positioned as an affordable, focused option for tracking when AI assistants cite or recommend your brand. ([geodeck.io](https://geodeck.io/ai-visibility-monitoring/?utm_source=openai))\n\n5. **Ahrefs (Brand/AI visibility features) — https://ahrefs.com/**  \n   Well-known SEO platform that exposes AI-related visibility and brand/mention metrics; slightly pricier but still commonly used for AI-overview inference. ([help.ahrefs.com](https://help.ahrefs.com/en/articles/9575431-how-to-check-my-website-s-seo-visibility?utm_source=openai))\n\nNotes (important, short): these “AI search visibility” products measure presence in assistant answers (share-of-voice, citations) differently and the category is new — trial the top 2–3 above to see which prompt set and engines (ChatGPT, Google AI Overviews/Gemini, Perplexity, Claude, Copilot) they cover for your needs. ([searchscore.io](https://searchscore.io/guides/ai-search-ranking-tools/?utm_source=openai))",
      "brands": [
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "Frase",
          "domain": "frase.io"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "Geodeck",
          "domain": "geodeck.io"
        },
        {
          "name": "Ahrefs",
          "domain": "ahrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.fokal.com/ai-seo/ai-visibility-tools-compared?utm_source=openai",
          "domain": "fokal.com",
          "title": "AI Search Visibility Tools Compared: What Actually Works in 2026 | Fokal Guides"
        },
        {
          "url": "https://www.frase.io/blog/the-10-best-ai-visibility-tools-in-2026?utm_source=openai",
          "domain": "frase.io",
          "title": "10 Best AI Visibility Tools in 2026 (Compared + Free Checker) | Frase"
        },
        {
          "url": "https://www.semrush.com/solutions/ai-visibility/?utm_source=openai",
          "domain": "semrush.com",
          "title": "Get your brand recommended by AI | Semrush"
        },
        {
          "url": "https://geodeck.io/ai-visibility-monitoring/?utm_source=openai",
          "domain": "geodeck.io",
          "title": "Best AI Visibility Monitoring Tools (2026) — Geodeck"
        },
        {
          "url": "https://help.ahrefs.com/en/articles/9575431-how-to-check-my-website-s-seo-visibility?utm_source=openai",
          "domain": "help.ahrefs.com",
          "title": "How to check my website's SEO visibility? | Help Center - Ahrefs"
        },
        {
          "url": "https://searchscore.io/guides/ai-search-ranking-tools/?utm_source=openai",
          "domain": "searchscore.io",
          "title": "Best AI search trackers 2026: 8 tools compared and audited"
        }
      ],
      "searchQueries": [
        "tools to measure AI search visibility Google SGE",
        "SEO tools that track AI/SGE visibility",
        "semrush AI search visibility feature",
        "ahrefs SGE visibility tool",
        "BrightEdge AI search visibility"
      ]
    },
    {
      "prompt": 5,
      "engine": "OPENAI",
      "run": 2,
      "askedAt": "2026-10-09T01:24:06.954Z",
      "text": "1. **Semrush — AI Visibility Toolkit** — https://www.semrush.com. Why: dedicated AI‑visibility features (tracks presence in ChatGPT/Gemini/Google AI, crawls for AI bots, plus content AI optimization). ([semrush.com](https://www.semrush.com/kb/1496-getting-started-with-ai-visibility-toolkit?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai))\n\n2. **Google Search Console (free)** — https://search.google.com/search-console. Why: free source-of-truth for how Google sees your site (indexing, performance, queries) — essential baseline for any visibility work. ([reddit.com](https://www.reddit.com/r/AIMarketingLearn/comments/1tncb4l/which_free_ai_seo_tools_are_actually_good_in_2026/?utm_source=openai))\n\n3. **Ahrefs** — https://www.ahrefs.com. Why: strong, affordable-for-value rank tracking, site audits and content tools that many teams use to monitor organic and emerging AI‑search signals. ([help.ahrefs.com](https://help.ahrefs.com/en/articles/78203-what-is-ahrefs?utm_source=openai))\n\n4. **Mangools (KWFinder + Rank Tracker)** — https://mangools.com. Why: budget-friendly bundle for keyword research and rank tracking that’s popular with solo builders and freelancers. ([reddit.com](https://www.reddit.com/r/SteveBuildsWebsites/comments/1tp9xl4/stop_overpaying_for_seo_tools_heres_the_honest/?utm_source=openai))\n\n5. **SE Ranking** — https://seranking.com. Why: mid‑range, cost-conscious rank tracker with local/keyword limits that often gives the best ROI for small teams. ([reddit.com](https://www.reddit.com/r/Superframeworks/comments/1t0mf5x/best_competitor_analysis_platforms_in_2026/?utm_source=openai))\n\nIf you want, I can: a) pick the best single option for a one‑person budget (and show monthly prices), or b) give a 1‑page setup checklist (what to connect and which 3 reports to watch first). Which would you prefer?",
      "brands": [
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "Google Search Console",
          "domain": "search.google.com"
        },
        {
          "name": "Ahrefs",
          "domain": "ahrefs.com"
        },
        {
          "name": "Mangools",
          "domain": "mangools.com"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.semrush.com/kb/1496-getting-started-with-ai-visibility-toolkit?trk=article-ssr-frontend-pulse_little-text-block&utm_source=openai",
          "domain": "semrush.com",
          "title": "Getting Started with the Semrush AI Visibility Toolkit: A Step-by-Step Guide"
        },
        {
          "url": "https://www.reddit.com/r/AIMarketingLearn/comments/1tncb4l/which_free_ai_seo_tools_are_actually_good_in_2026/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Which Free AI SEO Tools Are Actually Good in 2026?"
        },
        {
          "url": "https://help.ahrefs.com/en/articles/78203-what-is-ahrefs?utm_source=openai",
          "domain": "help.ahrefs.com",
          "title": "What is Ahrefs? | Help Center - Ahrefs"
        },
        {
          "url": "https://www.reddit.com/r/SteveBuildsWebsites/comments/1tp9xl4/stop_overpaying_for_seo_tools_heres_the_honest/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Stop overpaying for SEO tools — here's the honest tier list of what actually moves the needle"
        },
        {
          "url": "https://www.reddit.com/r/Superframeworks/comments/1t0mf5x/best_competitor_analysis_platforms_in_2026/?utm_source=openai",
          "domain": "reddit.com",
          "title": "Best competitor analysis platforms in 2026 — Semrush vs Similarweb vs Ahrefs vs SpyFu (real trade-offs for bootstrapped founders)"
        }
      ],
      "searchQueries": [
        "Google Search Console overview site:google.com",
        "Semrush AI search visibility features Semrush site:semrush.com",
        "Ahrefs site:ahrefs.com rank tracking features",
        "Moz Pro features site:moz.com",
        "Surfer SEO features site:surferseo.com",
        "Best affordable SEO tools 2026 comparison"
      ]
    },
    {
      "prompt": 5,
      "engine": "OPENAI",
      "run": 3,
      "askedAt": "2026-10-09T01:24:56.499Z",
      "text": "1. **Nightwatch** — https://nightwatch.io — Affordable rank tracker that includes AI Overview / LLM monitoring and daily tracking at low entry prices (good value for small teams). ([reddit.com](https://www.reddit.com/r/geotoolsreview/comments/1sgkej9/how_much_should_you_pay_for_ai_search_visibility/?utm_source=openai))\n\n2. **SE Ranking (AI Visibility add‑on)** — https://seranking.com — Full SEO suite with an add‑on for AI visibility (brand/AI answer tracking) that’s priced for SMBs and freelancers. ([tryanalyze.ai](https://www.tryanalyze.ai/blog/ai-search-monitoring-tools?utm_source=openai))\n\n3. **Surfer SEO (AI Tracker)** — https://surferseo.com/ai-tracker — Built an AI Visibility product that scrapes AI overviews and measures share‑of‑voice for AI answers, aimed at optimizing content for extraction. ([surferseo.com](https://surferseo.com/ai-tracker/?utm_source=openai))\n\n4. **Semrush (AI Visibility Toolkit / AI features)** — https://semrush.com — Major SEO platform with a dedicated AI visibility / AEO toolkit that integrates prompt tracking and brand mention monitoring at a reasonable entry tier. ([saasworthy.com](https://www.saasworthy.com/blog/best-aeo-tools-for-ai-search-visibility?utm_source=openai))\n\n5. **AUQ (AUQ.io) / AUQ AI Search Ranking Tool** — https://auq.io — Lightweight/free options for quick AI visibility baselines and daily cached AI answer snapshots — useful as a low‑cost starting point. ([auq.io](https://auq.io/blog/best-tool-for-measuring-visibility-ai-search/?utm_source=openai))\n\nNotes: these options range from free/light (AUQ) to modest monthly plans (Nightwatch, SE Ranking) and mid‑tier products (Surfer, Semrush). If you want, I can order these specifically by estimated monthly cost for your needs (solo vs. agency) and include the current entry prices.",
      "brands": [
        {
          "name": "Nightwatch",
          "domain": "nightwatch.io"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "Surfer SEO",
          "domain": "surferseo.com"
        },
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "AUQ",
          "domain": "auq.io"
        }
      ],
      "sources": [
        {
          "url": "https://www.reddit.com/r/geotoolsreview/comments/1sgkej9/how_much_should_you_pay_for_ai_search_visibility/?utm_source=openai",
          "domain": "reddit.com",
          "title": "How Much Should You Pay for AI Search Visibility Tracking Tools"
        },
        {
          "url": "https://www.tryanalyze.ai/blog/ai-search-monitoring-tools?utm_source=openai",
          "domain": "tryanalyze.ai",
          "title": "AI Search Monitoring Tools: 15 Best Compared"
        },
        {
          "url": "https://surferseo.com/ai-tracker/?utm_source=openai",
          "domain": "surferseo.com",
          "title": "Best AI Visibility Tracking"
        },
        {
          "url": "https://www.saasworthy.com/blog/best-aeo-tools-for-ai-search-visibility?utm_source=openai",
          "domain": "saasworthy.com",
          "title": "Best AEO Tools for AI Search Visibility and SEO | HubSpot"
        },
        {
          "url": "https://auq.io/blog/best-tool-for-measuring-visibility-ai-search/?utm_source=openai",
          "domain": "auq.io",
          "title": "Best Monitoring Tools for Measuring Visibility in AI | 2025 Guide"
        }
      ],
      "searchQueries": [
        "tools to monitor AI search visibility AI answers SEO 'AI search visibility' 'AI SERP' 'AI visibility' tools",
        "affordable SEO tools check search visibility Frase Surfer SEO Semrush Mangools SE Ranking pricing",
        "Surfer SEO AI visibility features 'AI visibility' 'SERP features' pricing",
        "Frase pricing features 'AI content' 'search visibility' 'monitoring'",
        "SEMrush position tracking pricing 'affordable' 'small business'"
      ]
    },
    {
      "prompt": 5,
      "engine": "ANTHROPIC",
      "run": 1,
      "askedAt": "2026-10-09T01:23:10.184Z",
      "text": "Here are the best affordable tools to check your AI search visibility:\n\n1. **Semrush AI Search Visibility Checker**, https://www.semrush.com/free-tools/ai-search-visibility-checker/ — \nCompletely free to use, with three free checks per day without registration\n.\n\n2. **Birdeye AI Visibility Checker**, https://birdeye.com/ai-visibility-checker/ — \nFree tool that generates an AI visibility report for one location evaluated on ChatGPT\n.\n\n3. **HubSpot AEO Grader**, https://www.hubspot.com — \nFree offering that performs real-time scraping of ChatGPT, Perplexity, and Gemini to see how they describe your brand\n.\n\n4. **Rankscale AI**, https://rankscaleai.com — \nStarting at $20/month with daily tracking and AI Readiness Score audits\n.\n\n5. **Keyword.com AI Tracker**, https://keyword.com — \nStarting at $25/month for cross-engine monitoring across 6 AI platforms\n.\n\n6. **AI Rank Checker**, https://airangchecker.com — \nPay-as-you-go wallet system without forced monthly subscriptions, allowing users to spend credits only when they run checks\n.",
      "brands": [
        {
          "name": "Semrush",
          "domain": "semrush.com"
        },
        {
          "name": "Birdeye",
          "domain": "birdeye.com"
        },
        {
          "name": "HubSpot",
          "domain": "hubspot.com"
        },
        {
          "name": "Rankscale AI",
          "domain": "rankscaleai.com"
        },
        {
          "name": "Keyword.com",
          "domain": "keyword.com"
        },
        {
          "name": "AI Rank Checker",
          "domain": "airangchecker.com"
        }
      ],
      "sources": [
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026: The Complete List - Trustmary"
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 Best AI Search Rank Tracking & Visibility Tools for 2026"
        },
        {
          "url": "https://www.semrush.com/free-tools/ai-search-visibility-checker/",
          "domain": "semrush.com",
          "title": "Free AI Visibility Tool: Check Brand Visibility in AI Search"
        },
        {
          "url": "https://visible.seranking.com/blog/best-ai-visibility-tools/",
          "domain": "visible.seranking.com",
          "title": "10 Best AI Visibility Tools You Need to Know In 2026"
        },
        {
          "url": "https://www.useomnia.com/blog/ai-search-monitoring-tools",
          "domain": "useomnia.com",
          "title": "AI Search Monitoring Tools 2026: The Best Platforms to Track Mentions, Citations, and Visibility"
        },
        {
          "url": "https://birdeye.com/ai-visibility-checker/",
          "domain": "birdeye.com",
          "title": "AI Visibility Checker for ChatGPT, Perplexity, Gemini etc: Get Free Visibility Report"
        },
        {
          "url": "https://www.ibeamconsulting.com/blog/free-ai-search-visibility-tools/",
          "domain": "ibeamconsulting.com",
          "title": "Free AI Search Visibility Tools"
        },
        {
          "url": "https://emarketed.com/tools/ai-search-optimizer/",
          "domain": "emarketed.com",
          "title": "Free AI Visibility Checker: AI Search Visibility Score in 60 Seconds"
        },
        {
          "url": "https://dev.to/furkan_yaman_f0841f859725/most-affordable-ai-rank-tracking-tools-3mij",
          "domain": "dev.to",
          "title": "DEV Community"
        }
      ],
      "searchQueries": [
        "affordable AI search visibility checker tools"
      ]
    },
    {
      "prompt": 5,
      "engine": "ANTHROPIC",
      "run": 2,
      "askedAt": "2026-10-09T01:24:02.444Z",
      "text": "Here are the best affordable AI search visibility checker tools:\n\n1. **HubSpot AEO Grader**, https://www.hubspot.com/ — \nFree tool that performs real-time scrapes of ChatGPT, Perplexity, and Gemini to see how they describe your brand\n.\n\n2. **Otterly.AI**, https://otterly.ai/ — \n$29/month for daily tracking of 15 prompts across Google AI Overviews, ChatGPT, Perplexity, and Copilot\n.\n\n3. **Rankscale AI**, https://rankscale.ai/ — \nStarting at €20/month for daily tracking and AI Readiness Score audits\n.\n\n4. **LLMrefs**, https://llmrefs.com/ — \n$79/month (Pro plan with 50 keywords), month-to-month with no contracts\n.\n\n5. **Peec AI**, https://peecai.com/ — \nOne of the lowest entry prices among specialist AI visibility tools\n, starting around $95/month.\n\n6. **Ahrefs AI Visibility Checker**, https://ahrefs.com/ — \nFree limited checker with no sign-up required that provides results in seconds\n.\n\nIf you just want to test your visibility once without committing, start with HubSpot's free option or Ahrefs' free checker. For ongoing monitoring on a budget, Otterly.AI at $29/month or Rankscale AI at €20/month are your most affordable credible options.",
      "brands": [
        {
          "name": "HubSpot AEO Grader",
          "domain": "hubspot.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        },
        {
          "name": "Peec AI",
          "domain": "peecai.com"
        },
        {
          "name": "Ahrefs AI Visibility Checker",
          "domain": "ahrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 Best AI Search Rank Tracking & Visibility Tools for 2026"
        },
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026: The Complete List - Trustmary"
        },
        {
          "url": "https://exposureninja.com/blog/best-ai-search-visibility-tools/",
          "domain": "exposureninja.com",
          "title": "The 3 Best AI Visibility Tools for 2026: Tested & Compared"
        },
        {
          "url": "https://visible.seranking.com/blog/best-ai-visibility-tools/",
          "domain": "visible.seranking.com",
          "title": "10 Best AI Visibility Tools You Need to Know In 2026"
        },
        {
          "url": "https://www.useomnia.com/blog/ai-search-monitoring-tools",
          "domain": "useomnia.com",
          "title": "AI Search Monitoring Tools 2026: The Best Platforms to Track Mentions, Citations, and Visibility"
        },
        {
          "url": "https://susodigital.com/thoughts/research-top-free-ai-search-visibility-checkers/",
          "domain": "susodigital.com",
          "title": "[Research] Top 9 Free AI Search Visibility Checkers - SUSO"
        },
        {
          "url": "https://www.ibeamconsulting.com/blog/free-ai-search-visibility-tools/",
          "domain": "ibeamconsulting.com",
          "title": "Free AI Search Visibility Tools"
        },
        {
          "url": "https://survyc.com/best-ai-visibility-tools/",
          "domain": "survyc.com",
          "title": "Best AI Visibility Tools 2026: Pricing, Free Checkers"
        },
        {
          "url": "https://www.semrush.com/blog/best-ai-visibility-tools/",
          "domain": "semrush.com",
          "title": "ai toolkit icon"
        }
      ],
      "searchQueries": [
        "affordable AI search visibility checker tool 2026"
      ]
    },
    {
      "prompt": 5,
      "engine": "ANTHROPIC",
      "run": 3,
      "askedAt": "2026-10-09T01:24:55.654Z",
      "text": "Here are the best affordable AI search visibility tools ranked by value:\n\n1. **HubSpot AEO Grader** - https://www.hubspot.com/aeo-grader | \nFree option that checks visibility across ChatGPT, Gemini and Perplexity with citation and sentiment analysis\n.\n\n2. **Otterly.AI** - https://www.otterly.ai | \n$29 per month for daily tracking of 15 prompts across Google AI Overviews, ChatGPT, Perplexity and Copilot, consistently recommended by SEO communities as the accessible option for freelancers and small teams\n.\n\n3. **Rankscale AI** - https://www.rankscale.ai | \nOne of the most budget-conscious, relatively new, and simple AI visibility tools\n, starting around €20/month.\n\n4. **LLMrefs** - https://www.llmrefs.com | \n$79/month for 50 keywords\n, described as a low-cost option suitable for data-driven marketers.\n\n5. **Allmond** - https://www.allmond.io | \n$29–$199/mo with coverage across ChatGPT, Claude, Gemini, and Perplexity across 67+ countries\n.\n\n6. **Ahrefs AI Visibility Checker** - https://ahrefs.com/ai-visibility-checker | \nFree limited checker that provides results in seconds with no sign-up required\n.\n\nIf you want to start completely free, try HubSpot's AEO Grader or Ahrefs' checker first. If you need ongoing monitoring, Otterly.AI at $29/month offers the best affordable entry point.",
      "brands": [
        {
          "name": "HubSpot AEO Grader",
          "domain": "hubspot.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        },
        {
          "name": "Allmond",
          "domain": "allmond.io"
        },
        {
          "name": "Ahrefs AI Visibility Checker",
          "domain": "ahrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 Best AI Search Rank Tracking & Visibility Tools for 2026"
        },
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026: The Complete List - Trustmary"
        },
        {
          "url": "https://exposureninja.com/blog/best-ai-search-visibility-tools/",
          "domain": "exposureninja.com",
          "title": "The 3 Best AI Visibility Tools for 2026: Tested & Compared"
        },
        {
          "url": "https://visible.seranking.com/blog/best-ai-visibility-tools/",
          "domain": "visible.seranking.com",
          "title": "10 Best AI Visibility Tools You Need to Know In 2026"
        },
        {
          "url": "https://www.useomnia.com/blog/ai-search-monitoring-tools",
          "domain": "useomnia.com",
          "title": "AI Search Monitoring Tools 2026: The Best Platforms to Track Mentions, Citations, and Visibility"
        },
        {
          "url": "https://susodigital.com/thoughts/research-top-free-ai-search-visibility-checkers/",
          "domain": "susodigital.com",
          "title": "[Research] Top 9 Free AI Search Visibility Checkers - SUSO"
        },
        {
          "url": "https://www.ibeamconsulting.com/blog/free-ai-search-visibility-tools/",
          "domain": "ibeamconsulting.com",
          "title": "Free AI Search Visibility Tools"
        },
        {
          "url": "https://survyc.com/best-ai-visibility-tools/",
          "domain": "survyc.com",
          "title": "Best AI Visibility Tools 2026: Pricing, Free Checkers"
        },
        {
          "url": "https://www.semrush.com/blog/best-ai-visibility-tools/",
          "domain": "semrush.com",
          "title": "ai toolkit icon"
        }
      ],
      "searchQueries": [
        "affordable AI search visibility checker tool 2026"
      ]
    },
    {
      "prompt": 5,
      "engine": "PERPLEXITY",
      "run": 1,
      "askedAt": "2026-10-09T01:23:07.162Z",
      "text": "1. **Rankscale AI** — rankscale.ai — From about $20/month; tracks ChatGPT, Claude, Perplexity, and Google AI Overviews with visibility and citation metrics.[1][6]\n\n2. **Otterly.AI** — otterly.ai — From $29/month; affordable daily tracking across ChatGPT, Google AI Overviews, Perplexity, and Copilot.[5][8][10]\n\n3. **Beamtrace** — beamtrace.com — From $20/month; budget monitoring with performance summaries and recommended fixes.[2]\n\n4. **Rankability** — rankability.com — Offers a free tier and tracks visibility across several major AI search platforms.[5]\n\n5. **HubSpot AI Search Grader** — hubspot.com — Free one-time diagnostic covering ChatGPT, Perplexity, and Gemini.[2]\n\n6. **Mangools AI Search Grader** — mangools.com — Free, simple check focused on visibility in Google AI Overviews.[5]\n\n7. **Semrush AI Search Visibility Checker** — semrush.com — Free limited checker for a quick baseline, with paid tracking starting around $99/month.[2][7]",
      "brands": [
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        },
        {
          "name": "Rankability",
          "domain": "rankability.com"
        },
        {
          "name": "HubSpot AI Search Grader",
          "domain": "hubspot.com"
        },
        {
          "name": "Mangools AI Search Grader",
          "domain": "mangools.com"
        },
        {
          "name": "Semrush AI Search Visibility Checker",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.relevance.com/ai-search-visibility-measurement-tools/",
          "domain": "relevance.com",
          "title": "www.relevance.com › ai-search-visibility-measurement-tools6 best tools I’ve used to measure my AI search visibility score..."
        },
        {
          "url": "https://elfsight.com/blog/best-ai-visibility-tools/",
          "domain": "elfsight.com",
          "title": "Mid-Range Ai Search..."
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 best AI search rank tracking & visibility tools for 2026 - Rankability"
        },
        {
          "url": "https://humanizeai.com/blog/best-ai-search-visibility-tools/",
          "domain": "humanizeai.com",
          "title": "humanizeai.com · blog · best-ai-search-visibility-tools10 Best AI Search Visibility Tools in 2026 (Compared & Ranked)"
        },
        {
          "url": "https://www.data-mania.com/blog/best-ai-search-tools-2026/",
          "domain": "data-mania.com",
          "title": "20 Best AI Search Visibility Tools (2026): Free & Paid, Ranked"
        },
        {
          "url": "https://www.rankmax.com.au/seo-tools/best-ai-visibility-tools",
          "domain": "rankmax.com.au",
          "title": "12 Best AI Visibility Tools in 2026 (Tested & Ranked) - Rankmax"
        },
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026 - Trustmary"
        },
        {
          "url": "https://www.seo.com/ai/best-ai-visibility-tools/",
          "domain": "seo.com",
          "title": "I Rated the Best 11 AI Visibility Tools — See Who's On Top - SEO.com"
        },
        {
          "url": "https://www.capterra.com/resources/how-to-choose-ai-search-visibility-tools/",
          "domain": "capterra.com",
          "title": "AI Search Visibility Tools: How to Choose the Right One ..."
        },
        {
          "url": "https://zapier.com/blog/best-ai-visibility-tool/",
          "domain": "zapier.com",
          "title": "The 9 best AI visibility tools in 2026 - Zapier"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 5,
      "engine": "PERPLEXITY",
      "run": 2,
      "askedAt": "2026-10-09T01:24:00.957Z",
      "text": "1. **HubSpot AI Search Grader** — HubSpot — Free one-time diagnostic across ChatGPT, Perplexity, and Gemini; best for a quick baseline.[2]\n\n2. **Rankscale AI** — Rankscale — From about $20/month, with tracking across ChatGPT, Claude, Perplexity, and Google AI Overviews.[6][7]\n\n3. **Otterly.AI** — Otterly.AI — From $29/month, with daily tracking for Google AI Overviews, ChatGPT, Perplexity, and Copilot.[5][10]\n\n4. **Keyword.com AI Tracker** — Keyword.com — From $25/month for monitoring across six AI platforms.[7]\n\n5. **Trackerly.ai** — Trackerly.ai — From $27/month for bulk prompt tracking across ChatGPT, Gemini, Claude, Perplexity, and DeepSeek.[7]\n\n6. **AI Visibility Chrome Extension** — Relevance — Free for quick page-level checks of whether AI answers cite or mention your content.[1]\n\n7. **LLMrefs** — LLMrefs — From about $79/month, offering broader multi-engine visibility and citation tracking for growing teams.[3]",
      "brands": [
        {
          "name": "HubSpot",
          "domain": "hubspot.com"
        },
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          "name": "Rankscale",
          "domain": "rankscale.com"
        },
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Keyword.com",
          "domain": "keyword.com"
        },
        {
          "name": "Trackerly.ai",
          "domain": "trackerly.ai"
        },
        {
          "name": "Relevance",
          "domain": "relevance.ai"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.relevance.com/ai-search-visibility-measurement-tools/",
          "domain": "relevance.com",
          "title": "www.relevance.com › ai-search-visibility-measurement-tools6 best tools I’ve used to measure my AI search visibility score..."
        },
        {
          "url": "https://elfsight.com/blog/best-ai-visibility-tools/",
          "domain": "elfsight.com",
          "title": "Mid-Range Ai Search..."
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 best AI search rank tracking & visibility tools for 2026 - Rankability"
        },
        {
          "url": "https://humanizeai.com/blog/best-ai-search-visibility-tools/",
          "domain": "humanizeai.com",
          "title": "humanizeai.com · blog · best-ai-search-visibility-tools10 Best AI Search Visibility Tools in 2026 (Compared & Ranked)"
        },
        {
          "url": "https://www.data-mania.com/blog/best-ai-search-tools-2026/",
          "domain": "data-mania.com",
          "title": "20 Best AI Search Visibility Tools (2026): Free & Paid, Ranked"
        },
        {
          "url": "https://www.rankmax.com.au/seo-tools/best-ai-visibility-tools",
          "domain": "rankmax.com.au",
          "title": "12 Best AI Visibility Tools in 2026 (Tested & Ranked) - Rankmax"
        },
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026 - Trustmary"
        },
        {
          "url": "https://www.seo.com/ai/best-ai-visibility-tools/",
          "domain": "seo.com",
          "title": "I Rated the Best 11 AI Visibility Tools — See Who's On Top - SEO.com"
        },
        {
          "url": "https://www.capterra.com/resources/how-to-choose-ai-search-visibility-tools/",
          "domain": "capterra.com",
          "title": "AI Search Visibility Tools: How to Choose the Right One ..."
        },
        {
          "url": "https://zapier.com/blog/best-ai-visibility-tool/",
          "domain": "zapier.com",
          "title": "The 9 best AI visibility tools in 2026 - Zapier"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 5,
      "engine": "PERPLEXITY",
      "run": 3,
      "askedAt": "2026-10-09T01:24:52.575Z",
      "text": "1. **Rankscale AI** — [rankscale.ai](https://rankscale.ai) — From about $20/month, with tracking across ChatGPT, Claude, Perplexity, and Google AI Overviews.[1][2]\n\n2. **OtterlyAI** — [otterly.ai](https://otterly.ai) — From $29/month, offering daily monitoring across ChatGPT, Perplexity, Google AI Overviews, and Copilot.[3][4]\n\n3. **Beamtrace** — [beamtrace.com](https://beamtrace.com) — From $20/month, combining AI visibility tracking with suggested fixes for small businesses.[2]\n\n4. **Keyword.com AI Tracker** — [keyword.com](https://keyword.com) — From $25/month, providing cross-engine monitoring across six AI platforms.[5]\n\n5. **Trackerly.ai** — [trackerly.ai](https://trackerly.ai) — From $27/month, with bulk prompt tracking across ChatGPT, Gemini, Claude, Perplexity, and DeepSeek.[5]\n\n6. **HubSpot AI Search Grader** — [hubspot.com](https://www.hubspot.com) — Free one-time diagnostic covering ChatGPT, Perplexity, and Gemini.[2]\n\n7. **Semrush AI Search Visibility Checker** — [semrush.com](https://www.semrush.com) — Free limited checker for a quick baseline, with paid tracking available later.[2][7]\n\n**Best budget pick:** **Rankscale AI** for ongoing monitoring; choose **HubSpot AI Search Grader** first if a free snapshot is enough.",
      "brands": [
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "OtterlyAI",
          "domain": "otterly.ai"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        },
        {
          "name": "Keyword.com AI Tracker",
          "domain": "keyword.com"
        },
        {
          "name": "Trackerly.ai",
          "domain": "trackerly.ai"
        },
        {
          "name": "HubSpot AI Search Grader",
          "domain": "hubspot.com"
        },
        {
          "name": "Semrush AI Search Visibility Checker",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://www.relevance.com/ai-search-visibility-measurement-tools/",
          "domain": "relevance.com",
          "title": "www.relevance.com › ai-search-visibility-measurement-tools6 best tools I’ve used to measure my AI search visibility score..."
        },
        {
          "url": "https://elfsight.com/blog/best-ai-visibility-tools/",
          "domain": "elfsight.com",
          "title": "Mid-Range Ai Search..."
        },
        {
          "url": "https://www.rankability.com/blog/best-ai-search-visibility-tracking-tools/",
          "domain": "rankability.com",
          "title": "22 best AI search rank tracking & visibility tools for 2026 - Rankability"
        },
        {
          "url": "https://humanizeai.com/blog/best-ai-search-visibility-tools/",
          "domain": "humanizeai.com",
          "title": "humanizeai.com · blog · best-ai-search-visibility-tools10 Best AI Search Visibility Tools in 2026 (Compared & Ranked)"
        },
        {
          "url": "https://www.data-mania.com/blog/best-ai-search-tools-2026/",
          "domain": "data-mania.com",
          "title": "20 Best AI Search Visibility Tools (2026): Free & Paid, Ranked"
        },
        {
          "url": "https://www.rankmax.com.au/seo-tools/best-ai-visibility-tools",
          "domain": "rankmax.com.au",
          "title": "12 Best AI Visibility Tools in 2026 (Tested & Ranked) - Rankmax"
        },
        {
          "url": "https://trustmary.com/ai-visibility/best-ai-search-visibility-tools/",
          "domain": "trustmary.com",
          "title": "Best AI Search Visibility Tools for Businesses in 2026 - Trustmary"
        },
        {
          "url": "https://www.seo.com/ai/best-ai-visibility-tools/",
          "domain": "seo.com",
          "title": "I Rated the Best 11 AI Visibility Tools — See Who's On Top - SEO.com"
        },
        {
          "url": "https://www.capterra.com/resources/how-to-choose-ai-search-visibility-tools/",
          "domain": "capterra.com",
          "title": "AI Search Visibility Tools: How to Choose the Right One ..."
        },
        {
          "url": "https://zapier.com/blog/best-ai-visibility-tool/",
          "domain": "zapier.com",
          "title": "The 9 best AI visibility tools in 2026 - Zapier"
        }
      ],
      "searchQueries": "not exposed"
    },
    {
      "prompt": 5,
      "engine": "GEMINI",
      "run": 1,
      "askedAt": "2026-10-09T01:23:11.032Z",
      "text": "1. **Otterly.ai** — [otterly.ai](https://otterly.ai)  \n   A popular and budget-friendly tracking tool tailored for marketing teams and small businesses to monitor brand mentions, sentiment, and visibility across major AI search engines.\n\n2. **Rankscale AI** — [rankscale.ai](https://rankscale.ai)  \n   A flexible, credit-based option that provides affordable, low-cost monitoring for tracking brand presence across ChatGPT, Gemini, and other generative engines.\n\n3. **Geoptie** — [geoptie.com](https://geoptie.com)  \n   An all-in-one platform providing Generative Engine Optimization (GEO) audits and AI rank tracking designed to be accessible for leaner budgets.\n\n4. **Omnia** — [omnia.co](https://omnia.co)  \n   A cost-effective European platform tailored for small teams that combines continuous AI visibility monitoring with actionable optimization guidance.\n\n5. **Semrush AI Visibility Toolkit** — [semrush.com](https://www.semrush.com)  \n   An add-on built directly into the standard Semrush suite, making it a convenient and affordable choice if you already pay for traditional SEO tooling and want integrated AI tracking.\n\n6. **Ahrefs Brand Radar** — [ahrefs.com](https://ahrefs.com)  \n   A native feature built into Ahrefs that allows users to leverage existing workflows to track brand, topic, and AI visibility across Google AI Overviews and ChatGPT.",
      "brands": [
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale AI",
          "domain": "rankscale.ai"
        },
        {
          "name": "Geoptie",
          "domain": "geoptie.com"
        },
        {
          "name": "Omnia",
          "domain": "omnia.co"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        },
        {
          "name": "Ahrefs Brand Radar",
          "domain": "ahrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQETzRxXc7by9ZXhxvR7d81GzhgJQIq1w9pA5_C_KyfVZPAwEchExmc1wajetKb4sFtgXWI0MXr8gLkYWTswtXyQUJLdh--HC4iNUTrHqaC7wceIHsWT57OHJrZsTFEPoFD8gach_okla7ddsQ==",
          "domain": "cloro.dev"
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFTmG0cwqNEC31YeV537HOzujGodPwLn1uym_-gSLbFcEqidVTpaiQcL2A5ih2cvVrko3V5MxKAqNe9JUtFU_efl-8w7ClloiPxd4jtPjW2-_IjyIlAa-m2IaacHLP2v6U6q8dbJAfi52PpZCLblj04x4sZ5mmSQEaATLsVuPc-nw_EA1hy7A==",
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    {
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      "run": 2,
      "askedAt": "2026-10-09T01:24:05.130Z",
      "text": "1. **Otterly.ai**\n   - Website: [otterly.ai](https://otterly.ai)\n   - One short line: Widely considered one of the most budget-friendly tools for tracking brand mentions and citations across ChatGPT, Perplexity, and Google AI Overviews.\n\n2. **Geoptie**\n   - Website: [geoptie.com](https://geoptie.com)\n   - One short line: Offers an affordable entry point for growing brands and agencies looking to monitor multiple AI engines and uncover actionable optimization gaps.\n\n3. **SE Ranking (AI Visibility / SE Visible)**\n   - Website: [seranking.com](https://seranking.com)\n   - One short line: Provides cost-effective AI search tracking and brand citation monitoring that integrates smoothly alongside traditional SEO workflows.\n\n4. **Peec AI**\n   - Website: [peec.ai](https://peec.ai)\n   - One short line: Delivers a prompt-centric dashboard and sentiment scoring tailored for B2B SaaS teams to track visibility on major generative engines without enterprise pricing.\n\n5. **AIclicks**\n   - Website: [aiclicks.com](https://aiclicks.com)\n   - One short line: Uses frontend-scraped data across 10+ AI platforms to help content teams monitor visibility and connect citations to traffic.",
      "brands": [
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
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          "name": "Geoptie",
          "domain": "geoptie.com"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "AIclicks",
          "domain": "aiclicks.com"
        }
      ],
      "sources": [
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHQs_opkKEmtVLHIHU1Sua46uE2WX_ki1_MBlBud2IeboHu3HoxDpD3lKRv573-l3XgGGLFqoUE7lCJBZd0Y3-tR_hCSF2ippiNryHMyLpr6CrAY47XclZ_QtcINC-PWkCUoFU04_h52i3fRP4JQA==",
          "domain": "geoptie.com"
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          "domain": "seranking.com"
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEG_wls12GG4sOFSqUq8tE06oSMpc3TMFObaX3zY1EBFyqigzRrZmUxmeOguA1CuOjR7v9at91vkFQ-jKTXVFdJjZl7FJplCGF5SQTt0PHI730busAjVl6zKLM45Q5RNryci-A=",
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    {
      "prompt": 5,
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      "run": 3,
      "askedAt": "2026-10-09T01:24:56.152Z",
      "text": "1. **Otterly.ai**\n   - Website: [otterly.ai](https://otterly.ai)\n   - One short line: A lightweight, user-friendly platform designed for SMBs to monitor brand mentions and citations across major AI tools like ChatGPT and Perplexity.\n\n2. **Peec AI**\n   - Website: [peec.ai](https://peec.ai)\n   - One short line: An accessible, feature-rich AI search visibility platform starting around $80/month that tracks share of voice across ChatGPT, Gemini, and Claude.\n\n3. **SE Ranking**\n   - Website: [seranking.com](https://seranking.com)\n   - One short line: Integrates traditional SEO tracking with a budget-friendly AI Search Toolkit to monitor brand citations inside Google AI Overviews and major LLMs.\n\n4. **SEOtalos**\n   - Website: [seotalos.com](https://seotalos.com)\n   - One short line: A cost-effective toolkit starting at $29/month that automatically tracks AI Overview mentions alongside standard site performance and keyword shifts.\n\n5. **Rankscale**\n   - Website: [rankscale.ai](https://rankscale.ai)\n   - One short line: Specialized Generative Engine Optimization (GEO) platform built to track how your brand is referenced and cited across an extensive list of AI engines.",
      "brands": [
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
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          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "SE Ranking",
          "domain": "seranking.com"
        },
        {
          "name": "SEOtalos",
          "domain": "seotalos.com"
        },
        {
          "name": "Rankscale",
          "domain": "rankscale.ai"
        }
      ],
      "sources": [
        {
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          "domain": "llmpulse.ai"
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          "domain": "nathanojaokomo.com"
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          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEwPujrigqsyc4bIXFeENohVC0dJ-taQBukiiCyftyXR1bfPb8v0G_af01IOC0fbAc4oWMU3EL4_Sbzcj1CqsnDHjuSUKxVGHXXH8j0PUn7mpM1zZfxpuTxPtd-Xu1pVAyjs_s=",
          "domain": "llmvlab.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1tub-JgfvLfAeiYpjU_j4ZRFuk9TfP7TrHW_KvUSSzzvKngxCJXBvnQ6Qq4nFZScswwB7IgnXzHbMsTZhSQFWtC_DpA11GuOlO6UKLTu48iJfW7woUo-YPTyOuZIewcUQaTBHfcmaWVDZRZfkYFV41lJbpg==",
          "domain": "seranking.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHv-JMpTPQxl8GVj4GLppsuOFxhn4aGJH1xpxqJxdusJjBY0uTkUNRsV2qj1l__dujdl5tUhhSX3OjRm3I4CFLPMV1wrk4wpd_Z5S0r8m1DRzMyeLCwYGgFHRbEHLj4Elxf0CE5s-AVEjUjXYXiBKW3Y0-Cj14Wj1Nsp2VwhVjEbg==",
          "domain": "answersocrates.com"
        },
        {
          "url": "https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHPsK2lFqyuV3kKppb8MAeIkBzVI94c4AmUU73gUV2UZ6mwBcJj0OaMrwaC7EBBIAKaBBOPwJLifUam3Yq0bvpkx8v3Q8c6fc8SFdA=",
          "domain": "rankscale.ai"
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      ],
      "searchQueries": [
        "affordable AI search visibility tool GEO LLM optimization",
        "AI search rank tracker tool SEO generative engine optimization"
      ]
    },
    {
      "prompt": 5,
      "engine": "GROK",
      "run": 1,
      "askedAt": "2026-10-09T01:23:21.718Z",
      "text": "**1. Otterly.AI**  \notterly.ai  \nCheapest credible dedicated tracker at $29/mo Lite for daily monitoring across ChatGPT, Perplexity, Google AI Overviews, and Copilot.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**2. Rankscale**  \nrankscale.ai  \nLowest entry price around $20/mo with credit-based access to a very wide set of AI engines.[[2]](https://surge45.com/resources/seo/best-ai-search-visibility-tools)\n\n**3. AthenaHQ**  \nathenahq.ai  \nOngoing free Essential tier (300 credits across multiple engines) plus paid plans for broader coverage.[[3]](https://highstreetagency.com/insights/best-ai-visibility-tools/)\n\n**4. Peec AI**  \npeec.ai  \nStrong $95/mo Starter plan with daily tracking, flexible engine choice, and unlimited users.[[1]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**5. Rank Prompt**  \nrankprompt.com  \n$49/mo Starter includes all six engines plus API access for solid value under $50.[[4]](https://rankprompt.com/best-ai-visibility-tools/)\n\n**6. LLMrefs**  \nllmrefs.com  \nFlat $79/mo plan covering eight or more engines in one package for broad affordable coverage.[[5]](https://getintel.ai/blog/best-geo-tools-2026/)\n\n**7. Semrush AI Visibility Toolkit**  \nsemrush.com  \n$99/mo add-on (on top of base plan) that integrates AI tracking into a full SEO suite.[[6]](https://www.itechguides.com/best/ai-search-visibility-software/)",
      "brands": [
        {
          "name": "Otterly.AI",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale",
          "domain": "rankscale.ai"
        },
        {
          "name": "AthenaHQ",
          "domain": "athenahq.ai"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Rank Prompt",
          "domain": "rankprompt.com"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://surge45.com/resources/seo/best-ai-search-visibility-tools",
          "domain": "surge45.com"
        },
        {
          "url": "https://highstreetagency.com/insights/best-ai-visibility-tools/",
          "domain": "highstreetagency.com"
        },
        {
          "url": "https://rankprompt.com/best-ai-visibility-tools/",
          "domain": "rankprompt.com"
        },
        {
          "url": "https://getintel.ai/blog/best-geo-tools-2026/",
          "domain": "getintel.ai"
        },
        {
          "url": "https://www.itechguides.com/best/ai-search-visibility-software/",
          "domain": "itechguides.com"
        }
      ],
      "searchQueries": [
        "affordable AI search visibility tools 2026",
        "best tools to check AI search rankings or visibility",
        "AI SEO visibility tracker affordable"
      ]
    },
    {
      "prompt": 5,
      "engine": "GROK",
      "run": 2,
      "askedAt": "2026-10-09T01:24:17.393Z",
      "text": "**1. Rankscale**  \nhttps://rankscale.com  \nCheapest paid entry (~$20/mo) with broad AI engine tracking for SMBs.[[1]](https://hzsignal.com/blog/best-ai-visibility-tools-2026/)\n\n**2. Beamtrace**  \nhttps://beamtrace.com  \nBudget-friendly at $20/mo with core monitoring and AI-powered summaries.[[2]](https://elfsight.com/blog/best-ai-visibility-tools/)\n\n**3. Otterly.ai**  \nhttps://otterly.ai  \nTop budget dedicated tracker at $25–29/mo covering ChatGPT, Perplexity, AI Overviews, and Copilot.[[1]](https://hzsignal.com/blog/best-ai-visibility-tools-2026/)\n\n**4. AIclicks**  \nhttps://aiclicks.ai  \nAffordable multi-brand option at $49/mo tracking 7+ engines including Grok and Claude.[[2]](https://elfsight.com/blog/best-ai-visibility-tools/)\n\n**5. ZipTie**  \nhttps://ziptie.ai  \nStrong value (~$60/mo) for citation-level tracking across ChatGPT, Perplexity, and AI Overviews.[[3]](https://arahi.ai/articles/best-ai-visibility-tools-2026)\n\n**6. Knowatoa**  \nhttps://knowatoa.com  \nSolid mid-budget pick at ~$59/mo with good engine coverage and recommendations.[[4]](https://visibility100x.com/best-ai-visibility-tools/)\n\n**7. LLMrefs**  \nhttps://llmrefs.com  \nFlat $79/mo plan covering 8+ engines for broader visibility monitoring.[[5]](https://getintel.ai/blog/best-geo-tools-2026/)\n\nThese are real, currently available tools focused on tracking brand mentions, citations, and visibility in AI-powered search like ChatGPT, Perplexity, Gemini, and Google AI Overviews, based on 2026 reviews and pricing data. Prices are entry-level and can vary with billing or add-ons—check sites for latest details and trials.",
      "brands": [
        {
          "name": "Rankscale",
          "domain": "rankscale.com"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        },
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "AIclicks",
          "domain": "aiclicks.ai"
        },
        {
          "name": "ZipTie",
          "domain": "ziptie.ai"
        },
        {
          "name": "Knowatoa",
          "domain": "knowatoa.com"
        },
        {
          "name": "LLMrefs",
          "domain": "llmrefs.com"
        }
      ],
      "sources": [
        {
          "url": "https://hzsignal.com/blog/best-ai-visibility-tools-2026/",
          "domain": "hzsignal.com"
        },
        {
          "url": "https://elfsight.com/blog/best-ai-visibility-tools/",
          "domain": "elfsight.com"
        },
        {
          "url": "https://arahi.ai/articles/best-ai-visibility-tools-2026",
          "domain": "arahi.ai"
        },
        {
          "url": "https://visibility100x.com/best-ai-visibility-tools/",
          "domain": "visibility100x.com"
        },
        {
          "url": "https://getintel.ai/blog/best-geo-tools-2026/",
          "domain": "getintel.ai"
        }
      ],
      "searchQueries": [
        "affordable tools for AI search visibility monitoring",
        "best AI SEO tools 2026 visibility tracking",
        "tools to check website visibility in Perplexity ChatGPT AI search"
      ]
    },
    {
      "prompt": 5,
      "engine": "GROK",
      "run": 3,
      "askedAt": "2026-10-09T01:25:09.664Z",
      "text": "**1. Otterly.ai**, https://otterly.ai, Cheapest credible paid option at $29/mo Lite for daily tracking across 4 core AI engines.[[1]](https://rankprompt.com/best-affordable-ai-visibility-tools/)\n\n**2. Rankscale**, https://rankscale.com, Lowest published entry around $20/mo with strong value for multi-engine coverage.[[2]](https://hzsignal.com/blog/best-ai-visibility-tools-2026/)\n\n**3. Beamtrace**, https://beamtrace.com, Budget-friendly at $20/mo including AI-powered summaries for SMB tracking.[[3]](https://elfsight.com/blog/best-ai-visibility-tools/)\n\n**4. Rank Prompt**, https://rankprompt.com, Best value under $50/mo with all 6 engines plus API access from entry tier.[[1]](https://rankprompt.com/best-affordable-ai-visibility-tools/)\n\n**5. Peec AI**, https://peec.ai, Strong mid-range at ~$95/mo for daily tracking, unlimited seats, and flexible engine choice.[[2]](https://hzsignal.com/blog/best-ai-visibility-tools-2026/)\n\n**6. Athena HQ**, https://athenahq.com, Only tool with a genuine ongoing free tier (300 credits across 5 models) before paid upgrade.[[1]](https://rankprompt.com/best-affordable-ai-visibility-tools/)\n\n**7. Semrush AI Visibility Toolkit**, https://semrush.com, $99/mo add-on with integrated AI checks if already using the Semrush SEO suite.[[2]](https://hzsignal.com/blog/best-ai-visibility-tools-2026/)",
      "brands": [
        {
          "name": "Otterly.ai",
          "domain": "otterly.ai"
        },
        {
          "name": "Rankscale",
          "domain": "rankscale.com"
        },
        {
          "name": "Beamtrace",
          "domain": "beamtrace.com"
        },
        {
          "name": "Rank Prompt",
          "domain": "rankprompt.com"
        },
        {
          "name": "Peec AI",
          "domain": "peec.ai"
        },
        {
          "name": "Athena HQ",
          "domain": "athenahq.com"
        },
        {
          "name": "Semrush AI Visibility Toolkit",
          "domain": "semrush.com"
        }
      ],
      "sources": [
        {
          "url": "https://rankprompt.com/best-affordable-ai-visibility-tools/",
          "domain": "rankprompt.com"
        },
        {
          "url": "https://hzsignal.com/blog/best-ai-visibility-tools-2026/",
          "domain": "hzsignal.com"
        },
        {
          "url": "https://elfsight.com/blog/best-ai-visibility-tools/",
          "domain": "elfsight.com"
        }
      ],
      "searchQueries": [
        "affordable tools to check AI search visibility",
        "best AI SEO visibility trackers 2026 affordable",
        "tools for monitoring website in AI search engines like ChatGPT Perplexity"
      ]
    },
    {
      "prompt": 5,
      "engine": "AI_OVERVIEW",
      "run": 1,
      "askedAt": "2026-10-10T15:38:39.425Z",
      "text": "Affordable and budget-friendly tools to check and monitor your AI search visibility include:\n\n- **Otterly.AI:** Starts around **$29/month** for its Lite plan (tracking 15 prompts across platforms like ChatGPT, Perplexity, Gemini, Copilot, and Google AI Overviews), making it one of the most accessible entry-level paid tools for ongoing tracking.[[1]](https://usesift.net/blog/best-ai-visibility-tools)\n- **Citadex:** Starts at **$39/month** , combining multi-engine AI visibility tracking with content optimization and multi-project support.[[1]](https://airankchecker.net/blog/ai-visibility-checking-tools/)\n- **CompeteScan:** Offers a starter plan at **$49/month** that includes Gemini tracking alongside other AI engines.[[1]](https://competescan.com/resources/best-ai-visibility-tools)\n- **Mentions.so / AI Peekaboo:** Budget-conscious entry options generally ranging around **$49–$50/month** for small teams starting out with AI brand monitoring.[[1]](https://www.7searchppc.com/blog/ai-visibility-tools/)\n- **Semrush AI Visibility:** Available as a domain-level add-on starting at **$99/month** if you are already using their broader SEO ecosystem.[[1]](https://topify.ai/blog/best-ai-search-visibility-tools-2)\n\nIf you'd like to narrow this down, let me know:\n\n- Which **AI platforms** (e.g., ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews) matter most to your business?\n- Do you need just **monitoring** or also **content optimization** features to fix gaps?",
      "brands": [
        {
          "name": "Otterly.AI"
        },
        {
          "name": "Citadex"
        },
        {
          "name": "CompeteScan"
        },
        {
          "name": "Mentions.so"
        },
        {
          "name": "AI Peekaboo"
        },
        {
          "name": "Semrush AI Visibility"
        }
      ],
      "sources": [
        {
          "url": "https://topify.ai/blog/best-ai-search-visibility-tools-2",
          "domain": "topify.ai",
          "title": "10 Best AI Search Visibility Tools for 2026 | Topify"
        },
        {
          "url": "https://www.inhaystack.com/blog/best-ai-search-visibility-tools",
          "domain": "inhaystack.com",
          "title": "Best Tools to Track AI Search Visibility (2026)"
        },
        {
          "url": "https://usesift.net/blog/best-ai-visibility-tools",
          "domain": "usesift.net",
          "title": "7 Best AI Visibility Tools in 2026 (Free & Paid)"
        },
        {
          "url": "https://airankchecker.net/blog/ai-visibility-checking-tools/",
          "domain": "airankchecker.net",
          "title": "Top 10 AI Visibility Checking Tools in 2026"
        },
        {
          "url": "https://www.7searchppc.com/blog/ai-visibility-tools/",
          "domain": "7searchppc.com",
          "title": "5 Best AI Visibility Tools for Agencies and Brands"
        },
        {
          "url": "https://competescan.com/resources/best-ai-visibility-tools",
          "domain": "competescan.com",
          "title": "Best AI visibility tools in 2026 · CompeteScan"
        }
      ],
      "searchQueries": "not exposed"
    }
  ],
  "engineCheckedAt": {
    "AI_OVERVIEW": "2026-10-10T15:39:16.850Z"
  }
}
