AI Search Visibility Checker
Free AI Search Visibility Checker
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
Free Generative Engine Optimization (GEO) tool that evaluates brand visibility, citation sources, and competitor share of voice across ChatGPT, Google AI Overviews, and Perplexity AI.
PH · launched Nov 4, 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 feature
- Commercial product
- Marketing
- Artificial Intelligence
- Search
Visit website ↗ Source listing ↗
More like this: all 445 launches in generative engine optimization software →
Could you build this?
Partial The dashboard, prompt-tracking UI, and report generation are straightforward to vibe-code, but reliable visibility data across ChatGPT, Google AI Overviews, and Perplexity depends on running large volumes of queries and collecting answers and citations, which is hard to do consistently.
What it would actually take: Build a web app (e.g., Next.js with a Postgres database) plus a scheduled job runner that issues prompts to each engine through their APIs or headless browsers, parses answers and cited URLs, and stores results over time. The hard parts are reliable collection from Google AI Overviews, which has no public API, handling rate limits and anti-bot defenses, and keeping prompt panels representative enough that the share-of-voice numbers are trustworthy. This needs data-engineering and scraping experience, proxy and browser infrastructure, and budget for LLM API calls.
Competitors
Other products that read as similar to this one : 520 launches clear the similarity bar, closest 8 shown.
Attention rank: #211 of 521 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 371 days after the earliest competitor.
- Paradigm Media Networks · ph · 2026-10-09 · 1 upvotes · similarity 0.67
- AI Knows Us · ph · 2026-10-06 · 2 upvotes · similarity 0.65
- GeoVisible · ph · 2026-09-19 · 2 upvotes · similarity 0.63
- Lunocode · ph · 2026-11-05 · 1 upvotes · similarity 0.63
- Crawl Readiness · ph · 2026-09-22 · 1 upvotes · similarity 0.62
- Mod Op GEO · ph · 2026-09-18 · 1 upvotes · similarity 0.62
- GEO Optimizer · ph · 2026-10-11 · 1 upvotes · similarity 0.61
- askwords.ai · ph · 2026-09-23 · 2 upvotes · similarity 0.61
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.