Can AI systems extract and cite clear answers from your content?
AI Citability
Whether AI systems can pull clean, accurate, quotable answers from your pages — or whether your content is too unstructured, too vague, or too buried to be useful as a citation source.
Signal StrengthCitation Readiness
Answer blocksDirect quotesFAQ schemaPassage clarity
Does AI understand who you are, what you offer, and how your brand relates to key topics?
Entity Clarity
How clearly your brand, products, people, and services are defined as distinct entities — the kind of structured identity that lets AI systems confidently name and describe you without confusion.
Signal StrengthEntity Definition
Brand entitysameAs linksPerson schemaKnowledge panel
Are your pages structured around the questions buyers actually ask?
Answerability
Whether your content is organized to directly answer real buyer questions — with clear headings, direct responses, and logical structure that AI systems can extract without rewriting your page for you.
Signal StrengthQuestion Coverage
Intent mappingH2/H3 structureDirect answersComparison content
Do third-party references, authors, reviews, leadership, and platform profiles support trust?
Authority Signals
The external trust layer that AI systems use to validate your credibility — mentions, citations, author profiles, reviews, and cross-platform presence that tell AI your brand deserves to be referenced.
Signal StrengthTrust Coverage
3rd-party mentionsAuthor profilesReview signalsCorroboration
Do you provide AI systems with root-level files that explain your site, entities, topics, and policies?
AI Readiness Files
The technical layer of AI readiness — llms.txt, ai.txt, structured entity files, and machine-readable content that let AI crawlers understand your site's purpose, scope, and authority on first contact.
Signal StrengthFile Coverage
llms.txtai.txtEntity filesTopic map
Are you visible across ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews, and Bing Copilot?
Platform Visibility
Whether your brand actually appears when buyers use AI platforms to research your category, compare solutions, or ask the questions your ideal customers are already asking right now.
Signal StrengthPlatform Coverage
ChatGPTPerplexityGeminiAI Overviews