AI citation-readiness lab
Review answer clarity, evidence structure and source integrity without pretending to predict citations.
Analysis runs only in this browser; text is not uploaded, stored or logged.
Criteria are transparent editorial proxies, not a ranking, citation or inclusion forecast.
Method
Review answer clarity, evidence structure and source integrity without pretending to predict citations.
Privacy
Analysis runs only in this browser; text is not uploaded, stored or logged.
Limitations
Criteria are transparent editorial proxies, not a ranking, citation or inclusion forecast.
Primary sources
- GEO: Generative Engine Optimization — KDD / arXiv; 2024; 2026-08-14.
- AI features and your website — Google Search Central; 2025-12-10; 2026-08-14.
- Guidance on using generative AI content on your website — Google Search Central; current 2026-08-14; 2026-08-14.
- Creating helpful, reliable, people-first content — Google Search Central; 2025-12-10; 2026-08-14.