Moderate AI visibility with 40 of 48 criteria passing. Biggest gap: owned data density.
Developer Tools & InfrastructureDeveloper PlatformsVerdict
Below-average AEO readiness at 55/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Q&A Content Format. Priority gaps: Owned Data Density, Image Context for AI, and Content Licensing & AI Permissions. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.
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Guides for the criteria with the most room for improvement
AI can't see your images. It reads the markup around them. A product photo with alt="image1.jpg" tells AI nothing. A figure with a descriptive figcaption and 8-word alt text tells AI exactly what it's looking at - and that context feeds directly into citation decisions.
You want AI engines to cite your content. But have you actually told them they're allowed to? Most sites haven't -and AI systems default to conservative behavior.
AI engines distrust content that makes claims without explaining how those claims were derived. "Our product is rated #1" means nothing without methodology. "We tested 12 platforms over 6 weeks using 4 criteria" means everything. Methodology Transparency measures whether your content shows the process behind its conclusions.
AI engines don't read your article top to bottom. They scan headings, grab the first 1-2 sentences underneath, and move on. If those sentences are throat-clearing preamble instead of a direct answer - you just lost a citation to someone who leads with the point.
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