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GeoLook
Open-source, self-hosted platform for end-to-end GEO
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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About GeoLook on Product Hunt
“Open-source, self-hosted platform for end-to-end GEO”
GeoLook was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #82 on the daily leaderboard. 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.
GeoLook was featured in Open Source (68.7k followers), SEO (38k followers), Artificial Intelligence (475.9k followers) and GitHub (41.4k followers) on Product Hunt. Together, these topics include over 164.2k products, making this a competitive space to launch in.
Who hunted GeoLook?
GeoLook was hunted by AIGCLINK. 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 GeoLook stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
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