The AI Search Audit checks 17 structural signals across 5 layers: Identity Clarity, Subject Authority, Meaning Architecture, Ecosystem
Validation and Signal Consistency. Instead of testing prompts or counting citations, it evaluates the underlying data AI systems use — schema markup, entity consistency, content extractability, directory presence and misclassification risk. Audit covers Google AI Overviews, ChatGPT and Claude + . No guessing, no AI opinion about AI — hard data, scored.
