NiubiGEO
Open-source tracker for how AI models describe and recommend your brand
Emerged finds new products worth a look, daily — what’s new today
AI assistants now answer the questions your landing page used to, and this is a credible way to watch what they say about you without paying a closed platform.
NiubiGEO tracks how large language models talk about your brand. You enter a domain and it compares what each model says your product is, which competitors it recommends instead, and which sources it cites — then runs the same checks on a schedule so you can watch the picture move. It is Apache-2.0 and self-hosted: Node 22 with an OpenRouter key, or Docker, and you pay only your own model and search costs. The repository publishes its measurement methodology alongside twenty documented case studies. A commercial arm at niubigeo.ai sells human testing and GEO content on top, priced in RMB.
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