Weak AI visibility with 7 of 22 criteria passing. Biggest gap: schema.org structured data.
Verdict
co.dev shows early AEO foundations but low overall readiness at 30/100. The strongest signals are technical hygiene basics, including llms.txt (10/10), canonical URL strategy (10/10), and HTTPS with correct heading hierarchy, but these are outweighed by major discoverability gaps. Critical machine-readable layers are missing: Schema.org structured data is 0/10, schema depth is 0/10, internal linking is 0/10, and RSS/Atom is 0/10, while freshness and publishing velocity remain weak (2/10 each) due to missing date and lastmod signals.
Scoreboard
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Guides for the criteria with the most room for improvement
Tidio runs 4 JSON-LD schema types. Crisp runs zero. That's not a coincidence -it's the difference between a 63 and a 34. Structured data is the machine-readable layer AI trusts most.
AI has a trust hierarchy for sources. At the top: proprietary data and first-hand expert analysis. At the bottom: rewritten Wikipedia articles. We've watched AI preferentially cite sites with original benchmarks -even over bigger competitors.
AI crawlers follow internal links to discover and contextualize content. A page with zero inbound links is a page AI will never find. Hub pages linking to 20+ related articles signal topical authority that both engines reward.
Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.
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