niubigeo: Verify how AI refers to your product using raw responses
Albert-Weasker/niubigeo
About the project
Enter only your product domain to instantly see how various LLMs describe the brand and which competitors they mention. Compare the raw responses and cited sources from each model side by side to verify the brand image perceived by AI and whether actual recommendations are made.
Analyze natural recommendation flows through keyword tests that exclude the brand name, and track changes via repeated runs or scheduled monitoring. Use an OpenRouter API key to directly select desired models and control web search on/off states, ensuring transparent tracking of all evidence, unlike the black-box analysis of commercial platforms.
Ideal for development teams and marketers who need to manage source code directly in a self-hosting environment to secure costs and model selection flexibility. Refer to data structures validated through 20 real-world cases, including Notion and Figma, to approach visibility issues in AI search results with a data-driven methodology.
Albert-Weasker/niubigeo
Open-source AI brand visibility and competitor reports. Official website: https://niubigeo.ai/ | Paid services: AI testing by real people and GEO optimization. Pricing: https://niubigeo.ai/pricing
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