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AEO Bench

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12:00
2026-07-30
lightningjar.com
ai-agents

Nobody Reads llms.txt (Yet)

A new AEO Bench study from an unnamed research group found that in 900 agent tasks across five AI models, none consulted the llms.txt file, sitemap.xml, or any other discovery file when navigating a 4…

12:00
2026-07-30
lightningjar.com
ai-agents

Introducing AEO Bench

A new benchmark called AEO Bench, built by an unnamed team, measures how AI agents actually interact with site-side readiness techniques such as llms.txt files, sitemaps, and markdown content negotiat…

12:00
2026-07-30
lightningjar.com
artificial-intelligence

Three Files Nobody Reads

A four-study benchmark series by Cloudflare's AEO Bench found that no AI model consulted well-known files such as llms.txt, sitemap.xml, or MCP server cards unprompted across 2,900 agent runs, even at…

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