Research
The State of AI Citability
Every EntityMesh scan contributes one anonymized data point — no names, no URLs — to an aggregate picture of how ready the web is to be cited by AI answer engines. The first quarterly report is in progress.
What it covers
Measured across thousands of real scans.
Built from the same diagnostic we run for customers — aggregated and anonymized, never fabricated.
- •MeshScore distribution by vertical
- •Schema adoption rates (FAQ, HowTo, Product, Organization, llms.txt)
- •The most common structure gaps by business type
- •Improvement delta: DIY vs. full build
- •Local-business AI readiness
Methodology note: figures are aggregate and directional, drawn from EntityMesh diagnostic runs. We publish only what the data supports.