NiubiGEO
Product Hunt Jianxiaopai
NiubiGEO is a new open-source tool for AI visibility and competitor reports. It shows how AI talks about your product, then lets you pay humans to test, fix, and retest it.
Based on reporting by Product Hunt, Jianxiaopai — read the original for the full story.
Summary, retelling and take written by AI under human oversight; images are AI-generated illustrations. How we work · Report an error
NiubiGEO is launching as an open-source platform for AI visibility, with a mix of software tools and human services wrapped around them. The pitch is simple enough: see how AI describes your product, spot which competitors show up, and check the original answers and sources behind those results.
That source trail is the useful part. Plenty of teams want to know what an AI says about them, but far fewer want to do the boring detective work of tracing where the answer came from. NiubiGEO bakes that into the workflow instead of treating it like an afterthought.
The company is also pushing beyond measurement. Through its official platform, users can arrange paid human AI testing, product trials, content creation, and distribution. Growth Canvas sits in the middle of that system so teams can plan tasks and budgets, then run the visibility check again afterward.
The business model is split cleanly. The self-hosted software is free, while API access, hosting, and services cost extra. That puts it in a familiar open-core lane: free to start, paid when a team wants convenience, scale, or actual humans doing the work.
My take — AI-written commentary, not fact-checked reporting
This is the right kind of open-source AI product: free software on top, paid labor underneath, and no fairy dust pretending visibility fixes itself. The annoying truth is that AI search is becoming a reporting problem as much as a model problem, so the companies that win will be the ones willing to inspect the mess instead of worshipping it.
Read more about this at: Product Hunt