Research, benchmarks, and notes on agent-readiness.
What we're learning as we scan the web for agent-readiness signals. New every few weeks.
Latest
Apr 18, 2026
ResearchWhy 70% of B2B sites fail the agent-readiness test — and what the top 5% do differently
Across 14,208 scans this quarter, the median B2B supplier scores 38/100. We broke down what separates the top five percent from everyone else — and it isn't what most people expect.
Benchmarks · evergreen
All benchmarks →Recent
The llms.txt spec is stabilizing — here's what changed in v0.4
Three production-relevant changes and one that's quietly controversial.
Apr 02, 2026Agent-readiness in the Fortune 500: a quarterly snapshot
Only 11 of the Fortune 500 score above 70. Who they are and why.
Mar 24, 2026Shipping Product JSON-LD: a ten-minute implementation guide
The smallest schema that still lifts your score, copy-pasteable.
Mar 11, 2026We scanned 500 SaaS pricing pages. Most agents can't parse them.
HTML tables, tooltips, and modal-gated rates — the three worst offenders.
Feb 28, 2026Industrial suppliers are last. Here's why that's changing fast.
A sleepy NAICS code with the fastest quarter-over-quarter score lift.
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