01 The problem
AI assistants now answer questions themselves, so a site has to be easy for them to read and cite. Site owners had no way to tell how likely ChatGPT, Gemini, Claude, Perplexity or Copilot were to cite them.
02 The result
A crawler and audit pipeline that returns two scores and a prioritised fix list across five layers: metadata, schema, HTML, crawlability and structured data, plus CLIP and DeepGaze saliency. A Top 17 winner at NamasteDev Hackathon 2026.