About Autopilot Audit Lab

Autopilot Audit Lab is a student/education proof-of-concept SEO and GEO (AI-search) website audit tool. It uses only public website data — no login, no paid API, no credentials.

Known limitations

• This POC audits the homepage plus site-level signals (robots.txt, sitemap.xml, llms.txt). It does not crawl the full site.
• JavaScript-rendered content is not executed; only the raw server-delivered HTML is analyzed (no headless browser rendering in this POC).
• Performance checks are heuristic proxies measured from this single audit run, not an official Core Web Vitals / Lighthouse score.
• GEO / AI Search checks are heuristics aligned with publicly documented crawler and structured-data behavior, not official scores from Google, OpenAI, Anthropic, or Perplexity.