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MessGEO

Track your brand's visibility in ChatGPT and AI answers

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See if ChatGPT, Gemini and Google's AI recommend your brand. Prompt Tracking asks your buyers' real questions daily and shows visibility, share of voice, sentiment and the sites behind each answer. Free tools check if AI can read and cite your site.

PH · launched Nov 12, 2026 · 1 upvote (top 65%) · 0 views

Niche: generative engine optimization software · 445 launches, 50 in the last 7 days ▲ +19% · Explore this niche →

Category and tags
  • Marketing
  • Analytics & BI
  • B2B
  • AI-native
  • Commercial product
  • Chrome Extensions
  • Marketing
  • SEO
  • Artificial Intelligence

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More like this: all 445 launches in generative engine optimization software →

Could you build this?

Partial The dashboard and free site-audit tools are buildable, but tracking brand mentions in ChatGPT, Gemini, and Google AI answers at scale requires sustained querying of these systems and reproducing consumer-facing results, which API calls don't fully replicate.

What it would actually take: Build a scheduler that runs curated buyer prompts daily across the LLM APIs and consumer surfaces, then parse mentions, sentiment, and cited URLs into a dashboard (Postgres plus a web frontend). The hard parts are getting answers that match what real users see across geographies and maintaining cost-efficient large-scale querying. This needs a data pipeline engineer and a budget for model API usage and proxies.

Competitors

Other products that read as similar to this one : 686 launches clear the similarity bar, closest 8 shown.

Attention rank: #302 of 687 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 355 days after the earliest competitor.

  • ApexaRank.ai · ph · 2026-10-28 · 1 upvotes · similarity 0.71
  • Glossy Data · ph · 2026-10-29 · 2 upvotes · similarity 0.68
  • Citradar · ph · 2026-09-15 · 2 upvotes · similarity 0.67
  • askray.ai · ph · 2026-10-19 · 1 upvotes · similarity 0.65
  • AI Visibility Checker · ph · 2026-11-10 · 3 upvotes · similarity 0.64
  • Pineprompt · ph · 2026-10-13 · 8 upvotes · similarity 0.64
  • AI Visibility Tracker · ph · 2026-11-10 · 2 upvotes · similarity 0.64
  • Brand on AI · ph · 2026-10-02 · 1 upvotes · similarity 0.64

Related data

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.