NiubiGEO

NiubiGEO is an open-source platform for measuring how AI models describe and recommend brands. Users create a project from a domain, choose models, and test how each system identifies the product, competitors, keywords, and relevant sources. Results retain the original model answers and citations so conclusions can be reviewed against their evidence. Different providers, OpenRouter models, and custom OpenAI-compatible endpoints can be mixed in the same project. Keyword tests help reveal which products appear for important customer questions and where a brand is absent. Projects preserve configurations and repeated runs for ongoing monitoring rather than isolated checks. The application can be self-hosted with Node.js or Docker and supports English, Simplified Chinese, and Brazilian Portuguese interfaces.