Consumer Brand
AI Readiness Benchmark.
A repeatable study of the public signals that help search engines and answer systems understand, verify and recommend consumer brands.
Eight observable dimensions.
- 01Technical crawlability and indexability
- 02Brand entity clarity and corroboration
- 03Useful category, product and support content
- 04Structured data and machine-readable facts
- 05Answer-engine and AI crawler access
- 06Trust, authorship, policies and source evidence
- 07Internal discovery and conversion paths
- 08Mobile experience and observable performance
Method and publication standard
Sites are reviewed from public pages only, using a documented rubric and a consistent collection window. Automated observations are checked before inclusion. Brand claims are not treated as verified merely because a company publishes them.
We will publish category-level findings only after the sample is large enough to avoid presenting isolated examples as a market benchmark. The release will include the sample definition, dates, exclusions, scoring rubric, limitations and anonymization policy. Corrections will be logged.
Why there are no impressive numbers here yet
Invented precision is not research. Until collection and review are complete, this page describes the method and status only. Participating in a free audit does not automatically place a brand in a public dataset.
Want your private readiness audit?
Request an audit for your own brand. Results remain private unless you separately approve another use.