NiubiGEO

An open source research tool for seeing how AI models talk about a brand. Enter a domain and it asks different models about your product, shows which competitors they name, and lets you open the original response and the sources it returned. Instead of a single unexplained GEO score, it keeps answers, citations and failures tied to their endpoint, model and search setting so the same test can be repeated later and compared in a diff view. Competitor reports sit alongside brand visibility, and a keyword monitoring feature is in beta. It is self hosted, so you run it with your own model API keys and keep the research data in your own environment. Sixteen platform shortcuts open a key form with the endpoint prefilled. Apache-2.0 licensed and written in TypeScript. Separate paid services for human testing and optimization are offered.