Research
Data on how the agent web is taking shape.
A growing set of public datasets: OARS scores across sectors, AI referral benchmarks, agent capability indexes, schema quality scores, and an annual State of Agent Readiness report. Free to read, free to cite, and built so the picture stays current as the web changes underneath all of us.
Most "AI readiness" coverage is a snapshot. The research here is meant to be the opposite: automated, repeated, and indexed over time. The point is to make the changes happening in the agent ecosystem visible and citable — so the conversation can move forward on shared facts.
Five datasets, one annual report
OARS score trends
Top sites in target verticals, scored weekly or monthly against the OARS standard.
AI referral benchmarks
Anonymized aggregate data: what percentage of traffic comes from which AI source, by industry.
Agent capability index
Which businesses in which verticals have MCP servers, agent cards, booking APIs, structured data — refreshed automatically.
Schema quality scores
Not just presence — quality and completeness. Longitudinal data on how well sites actually implement Schema.org.
State of Agent Readiness
The annual report. Synthesis of every dataset above into one citable narrative.
Track your own site
Get your OARS score, refreshed monthly.
Free monitoring on any domain. We rescan monthly and email you when something moves — a new level unlocked, a regression, a missing field that finally got added.