---
title: Which agent-readiness features actually pay off · a14y research
description: A per-feature ablation of the agent-readiness layer. We toggled each of 11 features on and off and measured what each one is worth to an AI agent. Markdown mirrors and meta descriptions do most of the work, and one feature actively hurts.
doc_version: 0.2.0
last_updated: "2026-08-04T23:33:04.381Z"
---
# Which agent-readiness features actually pay off · a14y research

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