niubigeo

NiubiGEO checks whether AI models know your product exists. It runs the questions your customers would actually ask through OpenRouter, OpenAI, Claude, Gemini, Perplexity, and DeepSeek, records whether you get mentioned, notes which competitors show up instead, and traces the citations behind each answer. Search rankings used to be the whole game. Now a lot of buying research never touches a results page.

Setup is Docker compose or Node 22 and up, a clone, and an env file with at least one provider key. It queries with web search and grounding turned on where the provider supports it, so you pay that provider's per-call rate. A broad prompt set across six providers adds up faster than people expect. Apache 2.0, self-hosted, no license fee.

Marketing people and founders at small companies are the fit. Larger teams already pay for a commercial visibility tracker, and this gets most of the same signal for the price of the API calls.

The catch is that model answers are non-deterministic and shift with every model update. One run is a snapshot, not a measurement. Trustworthy output means the same prompt set on a schedule over weeks. The tool gives you the harness for that, not the discipline.