Nyman Media
AI-Readiness Methodology
A transparent framework for diagnosing visibility, trust, and execution gaps across AI-driven discovery channels.
How we score AI-readiness
Our methodology evaluates eight core dimensions that determine whether AI systems can find, trust, and recommend your brand.
Bot access and crawlability
Fetch and URL integrity
HTML extractability
Structured data coverage
Entity clarity and consistency
Trust and accountability signals
Discoverability paths across channels
Off-site authority footprint
Evidence standards
Every recommendation is tied to observable evidence: page-level diagnostics, source URLs, and implementation notes that teams can action immediately.
Outputs include a prioritized remediation list with owner-ready tasks, expected impact, and suggested validation checkpoints.