Canonical Labs Launches AEO Readiness: Audit Your Site's Visibility to LLMs
ai · x · 2026-08-13
Canonical Labs has released AEO Readiness, a new tool designed to help companies audit how discoverable their websites are to various LLMs and answer engines.
Key Features & Workflow:
- Crawl: Simulates answer-engine crawlers to fetch pages without JavaScript, checking robots.txt, sitemaps, and structured data.
- Technical Audit: Performs deterministic checks on bot allowlists, schema.org coverage, render-without-JS, and llms.txt to ensure consistent scoring.
- Score & Fix: Scores the site across five pillars (100 points) and generates a Markdown fix plan with real artifacts (like JSON-LD or llms.txt diffs). Users can drop this file into coding agents like Claude Code or Cursor to automate the fixes.
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