Domain Rank + AI-Visibility Tracker

The problem

Classic rank tracking no longer describes reality. A page can hold position three in Google and still be invisible in the AI answers that increasingly sit above it.

The approach

Built a tracker that measures both at once — traditional rank tracking alongside generative-search visibility and competitor analysis. Scrapers collect the ranking data, LLM analysis evaluates answer-surface presence, and FastAPI with Next.js serves the reporting layer.

Results

• Classic SEO position and AI-answer visibility tracked side by side.
• Competitor analysis across both surfaces in one view.