What problem does it solve?
seo-geo helps you diagnose and improve how your content is retrieved, selected, and cited by AI search systems (AI Overviews/SGE, ChatGPT web search, and Perplexity) so you can increase visibility and citations using a measurable baseline.
Core Features & Use Cases
- WCS (Weighted Citation Share) audits with a baseline guard: quantify citation output by intent and engine weighting, while preventing untracked changes from skewing results.
- CSR (Citation Survival Rate) pipeline diagnosis: identify whether visibility is lost during retrieval, selection, citation, or post-answer visitation.
- Passage-level citability scoring: evaluate whether your content contains extractable answer blocks sized for AI citation (134–167 words) and structured for readability.
- AI crawler access + llms.txt checks: validate AI crawlability, robots.txt allow/deny posture, and llms.txt alignment to improve machine-readable guidance.
- Platform-specific optimization guidance: tailor changes for Google AI Overviews, ChatGPT, Perplexity, and other engines based on their citation behavior and rubrics.
- Error-safe reporting workflow: produce actionable output including readiness score, top-impact changes, and schema/citation/SSRs recommendations even when some data is missing.
Quick Start
Use the seo-geo skill to run an AI search citation audit for your target page by providing the URL you want analyzed.