Research
AG AgentReady Research
AG AgentReady Research analyses aggregate signals from website scans to study how prepared business websites are for AI-assisted discovery, interpretation and action. The research benchmark includes broader Website Readiness measures across Revenue Readiness, Agent Readiness and Trust & Clarity. These aggregate benchmark scores are distinct from the current runtime Agent Readiness and WebMCP evidence shown in individual reports. Every completed scan contributes anonymised, aggregated measurements to a research corpus. No published figure identifies an individual website, and no submitted contact details are ever part of it.
Corpus as of 16 October 2026 · 103 distinct websites
Live benchmark
State of AI Customer Readiness
Average scores, score distribution, the most common problem categories and the checks websites fail most often — recalculated from the current corpus.
View the benchmarkVersion 1.0
Methodology
What each score measures, how the corpus is built and deduplicated, how prevalence and failure rates are calculated, and the limits of the data.
Read the methodologyDated editions
The live benchmark moves as new websites are scanned. In future we will freeze dated editions so a specific set of figures stays citable at a stable URL. No dated edition has been published yet — until one is, the live benchmark is the only source of AG AgentReady figures.
Citing this research
Please cite AG AgentReady Research, name the page you took the figure from, and include the “as of” date shown on it, since live figures change as the corpus grows.
Further reading
Plain-language context on why this data matters for businesses.
Assess your own website
Run a free Agent Readiness scan to inspect your website's current agent-facing capabilities and evidence. Qualifying scans also contribute anonymised measurements to the broader research benchmark.
Run Free Website Scan