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AI search visibility tracking (GEO and AEO) for software and online products: see whether ChatGPT, Gemini, Perplexity and Claude recommend your product, who they recommend instead, and which sites they cite.
PH · launched Oct 29, 2026 · 1 upvote (top 67%) · 0 views
Category and tags
- Marketing
- Analytics & BI
- B2B
- AI feature
- Commercial product
- Marketing
- SaaS
- Artificial Intelligence
Visit website ↗ Source listing ↗
Could you build this?
Partial The dashboard and API-based querying of LLMs are easy to vibe-code. Accurate tracking of what consumer ChatGPT, Gemini, Perplexity and Claude actually show users is harder, because API outputs differ from consumer products.
What it would actually take: The core is a scheduled prompt-runner that queries each model's API across large prompt panels, parses recommended brands and citations, and stores results in a database with a reporting dashboard. The hard parts are getting representative consumer-surface answers, which may require browser-based sampling or proprietary panels, and keeping costs and rate limits manageable at scale. This needs data-engineering experience and a sustained budget for model API calls.
Competitors
Other products that read as similar to this one : 277 launches clear the similarity bar, closest 8 shown.
Attention rank: #139 of 278 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 286 days after the earliest competitor.
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Show 3 more
- ApexaRank.ai · ph · 2026-10-28 · 1 upvotes · similarity 0.57
- askwords.ai · ph · 2026-09-23 · 2 upvotes · similarity 0.55
- GeoVouch · ph · 2026-10-08 · 1 upvotes · similarity 0.55