Buyer-intent search, from Claude Desktop

Tool call: reddit_search

{ "query": "looking for a tool to track competitor pricing changes", "time_filter": "month", "limit": 8 }

Response, abridged

{
  "count": 8,
  "posts": [
    { "title": "i've been building my own Apple Music client for 1.5 years. what would you want from it?", "subreddit": "AppleMusic", "score": 483 },
    { "title": "7 mental models every investor should run before buying any stock", "subreddit": "IndiaGrowthStocks", "score": 105 },
    { "title": "I tried 10+ AEO/GEO tools to help my brand get cited on ChatGPT more. Here are the results.", "subreddit": "DigitalMarketing", "score": 15, "num_comments": 14 },
    { "title": "My SaaS-GEO playbook", "subreddit": "SaaS", "score": 3, "num_comments": 12 },
    "… 4 more, off topic"
  ]
}

Tool call: reddit_search

{ "query": "AI visibility tool recommend ChatGPT Perplexity brand", "time_filter": "month", "limit": 8 }

Response, abridged

{
  "count": 8,
  "posts": [
    { "title": "I tried 10+ AEO/GEO tools to help my brand get cited on ChatGPT more. Here are the results.", "subreddit": "DigitalMarketing", "score": 14, "num_comments": 14 },
    { "title": "I built a free tool that shows whether ChatGPT/Gemini/Perplexity can even see your website", "subreddit": "SideProject", "score": 4, "num_comments": 18 },
    { "title": "Is AI visibility becoming a new form of brand awareness?", "subreddit": "Rankin_AI", "score": 15, "num_comments": 11 },
    { "title": "Guide to AI Brand Visibility Tracking Tools in 2026", "subreddit": "SaaS", "score": 3, "num_comments": 7 },
    { "title": "I spent a week finding the best tools to improve my business's visibility on ChatGPT & Google AI Overviews. Here are the ones I loved!", "subreddit": "smallbusinessUS", "score": 3, "num_comments": 4 },
    { "title": "Same brand, same question, different country = different AI answer. And switching the language of the prompt changed it again.", "subreddit": "aeo", "score": 1, "num_comments": 4 },
    "… 2 more"
  ]
}

Tool call: reddit_fetch_post_comments

{ "post_url": "https://www.reddit.com/r/DigitalMarketing/comments/1w545i2/…", "comment_limit": 8 }

Response, abridged

{
  "post": { "title": "I tried 10+ AEO/GEO tools to help my brand get cited on ChatGPT more. Here are the results.",
            "subreddit": "DigitalMarketing", "score": 16, "num_comments": 14 },
  "comments": [
    { "score": 4, "body": "same rabbit hole here for our B2B SaaS clients. Your split between \"monitor only\" vs \"monitor + 'what to do now'\" is exactly what I ran into: lots of dashboards, not many that actually change answers. …" },
    { "score": 1, "body": "… losing because a competitor has better content and losing because the cited sources don't mention you need completely different responses, and only one of them is fixable on your own site. For us, it's overwhelmingly the second; most of our citations … trace back to reddit threads and other people's listicles rather than our own domain. … Ours reports a handful of citations while ChatGPT-sourced meetings run several a week, which we only know because we ask every inbound lead where they found us. … answers shift by geography and time of day, so unless a tool runs the same prompt repeatedly across locations, its number is a single sample presented as a measurement …" },
    { "score": 1, "body": "I agree that mention is very different than citation. … The challenge I see is that we're trying to get a deterministic number to measure when the models are probabilistic." },
    { "score": 1, "body": "Did any two of them give you the same number for the same prompt on the same day? That is the one test a ten-tool run can do and nobody ever publishes it." },
    { "score": 1, "body": "… most of these platforms are pulling from slightly different model versions, geos, or response snapshots, so you'll see divergent source data even on identical prompts. … Curious whether any tool lets you export the raw AI response alongside the parsed citation, because that's the only real way to audit the gap?" }
  ]
}

Tool call: keyword_autocomplete

{ "query": "competitor monitoring" }

Response, abridged

{ "query": "competitor monitoring", "suggestions": [] }

Tool call: answer_prompts_update (not executed in this recording)

{ "project_id": "441e8df6-…", "add": ["Which AI visibility tools export the raw answer alongside the parsed citation?",
           "How do I tell whether I lose AI recommendations because of my content or because cited sources omit me?"] }

Response, abridged

Contract, from the live tool description:
"Approve, remove (soft), add, reprioritize, and classify a project's buying questions. Only approved
prompts are audited. … Classifying does NOT approve -- labelling and deciding what gets measured are
separate acts."