A completely free, open-source GEO tracker that shows how your brand appears in real AI responses. Track visibility across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overview using real UI outputs, not APIs. Compare competitors, analyze sources, and understand positioning. Run locally or self-hosted — your data stays with you. No subscriptions, no black-box scoring.
Hey everyone 👋
I built this after getting frustrated with how opaque and expensive most GEO / AI tracking tools are.
They give you dashboards and scores, but not the actual answers users see — which is the only thing that really matters.
I wanted something simple:
→ see how AI models describe a brand
→ compare outputs across models
→ understand sources and positioning
So I made it free, open-source, and runnable locally or self-hosted — so you stay in control of your data.
Would really love your feedback:
What’s the one thing you wish you could measure in how AI represents your brand?
The 'real UI outputs, not APIs' distinction is huge, API responses and what users actually see in ChatGPT or Claude can be surprisingly different.
As an indie maker who just launched STRIKE, I hadn't even thought about tracking how my app appears in AI responses, that's a blind spot I didn't know I had.
Does it work well for tracking a niche iOS app, or is it better suited for SaaS products with more web presence?
I built an internal tool to track this. But this is so much better since it's customizable, well maintained, and much more polished than internal tracking. Love it.
People talk a lot about bs stuff like llms.txt + md files. But sources and citations are the real deal.
SEO informed you of your ranking & GEO tells you how you are described and that is the battle that matters now that buyers start their research in ChatGPT/Perplexity not Google. Tried this and it displays the user’s answer and not a proxied API answer + the comparison let's you understand how your competitors are filling the gap.
Waiting for a cloud-hosted version running 24x7 with weekly alerts right into my slack/email.
been tracking llm visibility for our own product manually — the number people want isn't a score. it's the sentence where the model picks your competitor instead of you, and why.
Super clean positioning. Curious, who is this best for right now, devs, tinkerers, or everyday users?
About OneGlanse on Product Hunt
“Free open-source GEO tracker for LLM visibility”
OneGlanse launched on Product Hunt on April 22nd, 2026 and earned 72 upvotes and 14 comments, placing #28 on the daily leaderboard. A completely free, open-source GEO tracker that shows how your brand appears in real AI responses. Track visibility across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overview using real UI outputs, not APIs. Compare competitors, analyze sources, and understand positioning. Run locally or self-hosted — your data stays with you. No subscriptions, no black-box scoring.
OneGlanse was featured in Open Source (68.4k followers), Analytics (171.6k followers), Developer Tools (511.7k followers) and GitHub (41.2k followers) on Product Hunt. Together, these topics include over 112.6k products, making this a competitive space to launch in.
Who hunted OneGlanse?
OneGlanse was hunted by Aryaman Todkar. 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 OneGlanse stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Aryaman Todkar