Most GEO tools are monitoring SaaS: dashboards, monthly fees, your data in their cloud. GeoLook is an open-source (MIT), self-hosted implementation platform: it samples real answers from 15 AI engines (ChatGPT, Perplexity, Gemini, DeepSeek…), quantifies mention rate / rank / citation share, diagnoses why AI doesn't mention your brand, generates tickets with acceptance criteria, and auto-verifies what actually worked. Works for both global and Chinese AI engines.
Hi Product Hunt! 👋
I built GeoLook because more and more buying decisions now start with a question to ChatGPT or Perplexity — and most brands have no idea why AI never mentions them.
Most GEO products answer that with a monitoring dashboard and a monthly fee. GeoLook takes a different path:
🔓 Open source (MIT) and self-hosted — your API keys, your data, no vendor cloud
📊 Samples real answers across 15 AI engines and quantifies mention rate, rank, and citation share
🩺 Diagnoses the "why": 6-dimension site audit, extraction blocks, channel gaps
🎯 Turns findings into tickets with acceptance criteria — 86% auto-verifiable in the sample project
✅ Re-samples before/after, so "it worked" is measured, not claimed
It covers both global engines (ChatGPT, Gemini, Perplexity, Claude, Grok) and Chinese ones (DeepSeek, GLM, Doubao, Kimi…), with metrics tracked per market.
There's a read-only live demo at geolook.cc/demo — would love your feedback, especially from anyone doing GEO/AEO for clients. I'll be here all day answering questions!
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