niubigeo
Self-hosted tracking of how AI models describe your product
Emerged finds new products worth a look, daily — what’s new today
Before paying for an AI-visibility tool, you can see for yourself what models say about your product, which competitors they name, and which sources they cite.
NiubiGEO is a self-hostable, Apache-2.0 tool for generative engine optimisation. Enter a domain to compare how different models describe your product and which competitors they associate with it, or test keywords to see who appears in answers. Every result keeps the raw response and returned citations, and repeated runs track change over time. A hosted workbench runs on your own OpenRouter key; paid diagnostic reports and human testing are optional.
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