Research on the
agent-readable web.
Why your AEO strategy is incomplete without Agent Readiness
AEO can help your brand get cited in AI answers. Agent Readiness asks the next question: can AI agents understand, trust, recommend, and act on your website when it matters?
6 new agent-readiness checks — and why most scanners still don't run them
We just added checks for MCP server cards, Agent Skills indexes, Web Bot Auth, Cloudflare Content Signals, agentic commerce protocols, and Markdown content negotiation. Here's what each one is, what the ideal response looks like, and why ignoring them in 2026 is a mistake.
Welcome to Agent Readiness Insights
The companion journal to the Agent Readiness Score™. Deep-dives on how AI agents discover, understand, and recommend businesses — with data from the scans we run every day.
The llms.txt file: what it is, and why your site probably needs one
A tiny Markdown file at your root could be the single highest-leverage thing you do for AI-agent visibility this quarter. Here's how it works and why.