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GEOlikeaPro
Find out where ChatGPT, Claude & Perplexity skip your brand
Find out if ChatGPT, Perplexity and Gemini recommend your store. GEOlikeaPro measures your AI Share of Voice and shows you exactly what to fix. Start free.
I tried every AI visibility tool I could find.
Spent a week. Tested the most popular ones. Read the dashboards, ran the audits.
And I still couldn't answer a simple question: when someone asks ChatGPT "where to buy [my product]" — does it mention my store? And if not, why?
Most tools gave me scores. Rankings. Percentages. But none of them showed me what I actually needed — how AI assistants see my brand in my topic. Not a grade. A different angle.
So I built my own. For my store. On my moat.
Not because I wanted to start a SaaS. Because I wanted a different angle on how LLMs and RAG systems actually see my store — what they extract, what they cite, what they skip entirely.
And it worked. On my own products, my own content, my own competitive niche. I started seeing where AI assistants were ignoring me — and more importantly, why. I fixed those gaps and the recommendations started showing up.
That tool became GEOlikeaPro.
It does things I couldn't find anywhere else:
→ Simulates how AI crawlers (GPTBot, PerplexityBot, Claude-Web) extract content from your pages — what they see, what they skip, what they ignore completely
→ Scans 12 product queries across 4 AI models to show where you're recommended and where you're invisible
→ Finds real expert quotes — searches across research papers, journals, and authoritative sources, verifies real authorities and real citations, and gives you the source link for verification. Then tells you exactly where to insert them for maximum citation likelihood → Generates structured FAQ data that AI assistants actually pick up
This isn't a tool I built and hope works. It's a tool I built because it already works — on my store, in my category, on my moat.
🚀 Big update — Agent Standards Validator is now real.
The old version was a single LLM call asking the model to guess whether a site implemented MCP / A2A / UCP based on news articles. We rewrote it from the ground up as a deterministic probe rig:
- 16 `.well-known/*` paths, fired in parallel
- Real MCP `initialize` JSON-RPC 2.0 handshake + `tools/list`
- 20-UA AI crawler audit — flags the "robots.txt-says-allowed-but-edge-403s" class of bug
- Wikidata anchor via SPARQL on official-website URL
- Wayback Machine fallback when Cloudflare bot management blocks the live edge
- Copy-pasteable starter files for every gap (`agent-card.json`, `llms.txt`, `mcp-server.ts` with stack-aware mount notes, agentic-commerce.json, plus a Wikidata submission brief)
Free to run at the Agent Standards tab.
Curious which verdict feels wrong on your site — please ping me here if you spot anything off 🙏
About GEOlikeaPro on Product Hunt
“Find out where ChatGPT, Claude & Perplexity skip your brand”
GEOlikeaPro was submitted on Product Hunt and earned 2 upvotes and 2 comments, placing #160 on the daily leaderboard. Find out if ChatGPT, Perplexity and Gemini recommend your store. GEOlikeaPro measures your AI Share of Voice and shows you exactly what to fix. Start free.
GEOlikeaPro was featured in Marketing (463.2k followers), E-Commerce (41.4k followers) and Search (18k followers) on Product Hunt. Together, these topics include over 89.2k products, making this a competitive space to launch in.
Who hunted GEOlikeaPro?
GEOlikeaPro was hunted by Alex Birman. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how GEOlikeaPro stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.