AI Recommendation Visibility Tracker
See if ChatGPT recommends your SaaS, and how your ranking changes over time
- Problem
- SaaS founders are starting to wonder: when a prospect asks ChatGPT for 'the best tool in category X', is my product even in the answer? One founder explicitly said they have no idea whether they show up and can't track result changes manually, and asked for a free way to monitor it.
- Solution
- Users enter their product, category keywords and competitors. The system periodically asks the same prompts across multiple AI assistants (with optional region/language variants), logs whether the brand is mentioned, its rank, and the phrasing used. It produces a trend dashboard and emails alerts when rankings drop or the brand disappears.
- Users
- Indie developers, early-stage SaaS founders, small marketing teams
- MVP
- Configure 5–10 category prompts; schedule daily calls to OpenAI/Anthropic/Perplexity and store raw answers; compute mention rate and rank via keyword matching; provide a trend line chart and competitor comparison table; email alerts when the brand drops out
- Revenue
- Free tier: 20 queries/month and 1 product; paid subscriptions tiered by number of monitored prompts and query frequency ($9–$49/mo); white-label reports for agencies
- Why now
- More users ask AI directly instead of clicking search results, making visibility in AI answers the new SEO. Cheap, usable tracking tools are still missing, and API costs are low enough for a solo developer to maintain.
Source discussions · 3
- Reddit[r/SaaS] Does AI Tools actually recommend my product? I just realized I have no idea, cant even track it manually
- Reddit[r/smallbusiness] Does AI Tools actually recommend my product? I just realized I have no idea, cant even track it manually
- Reddit[r/Entrepreneur] Did you guys realize how much SEO affects how many customers your website actually gets?