This estimates AI visibility readiness and citation risk from the signals you provide. It does not query ChatGPT, Gemini, Claude, Perplexity, Copilot, or Google AI Overviews in real time, so use it as a structured readiness audit before live prompt tracking.
Entity clarity: brand, founder, location, category, and service facts
Schema coverage for Organization, LocalBusiness, Service, Article, FAQ, and WebApplication entities
Answer-ready content for cost, fit, process, proof, service scope, and next steps
Citation readiness through case studies, founder attribution, reviews, and third-party profiles
Technical accessibility through crawlable HTML, sitemap inclusion, robots access, and canonical URLs
Competitor and category context for comparison-style AI answers