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wasp.sh
WINTER 2021

wasp.sh

Moderate AI visibility with 35 of 48 criteria passing. Biggest gap: content licensing & ai permissions.

Developer Tools & InfrastructureDeveloper Platforms
55/100
2 since v1
D
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
7/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
7/10

Verdict

Below-average AEO readiness at 55/100 - multiple areas need attention. Key strengths include llms.txt File, robots.txt for AI Crawlers, and Content Freshness Signals. Priority gaps: Content Licensing & AI Permissions, Speakable Schema, and Query-Answer Alignment. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

How to Improve

Current
55/100
Projected
82/100
38Total Fixes
6Quick Wins
~76hEst. Effort
Quick Wins
Add question-based headingsStrengthen entity authority (NAP)Add direct answer paragraphsAdd ai.txt and content licensingPackage evidence for AI enginesClarify entity boundaries
Fix HTML structure and meta tags
medium|low
Create complete sitemap.xml
medium|low
Improve server response efficiency
medium|low
Add internationalization signals
low|low
Reduce render-blocking resources
low|low
Reduce document weight
low|low

Top Opportunities10

Ensure blog content consistently covers your core expertise areas rather than scattering across unrelated topics. AI engines build authority models - a site about "Medicare coverage" that also publishes about humidifiers and groceries dilutes its topical authority.

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

Publish original research, statistics, case studies, or proprietary data that AI engines can cite. Unique data points make your content a primary source rather than a derivative one.

Add specific numbers, percentages, statistics, and data points throughout your content. Fact-dense content gives AI engines concrete data to cite rather than vague claims.

Write concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

Create a dedicated FAQ page with FAQPage schema markup. Cover common questions about your products, services, and industry to become a direct answer source for AI engines.

Add more proper nouns throughout content - named sources, organizations, tools, studies, and locations. Cited text averages 20.6% proper nouns; most sites fall well below 15%.

Write 20-25 word self-contained answer sentences immediately after each H2 heading. 72.4% of AI-cited posts use this pattern - it gives engines a ready-made snippet to quote.

Add inline citations to external sources, "According to [Source]..." attribution phrases, and a Sources section at the end of key articles.

Use HTML tables for comparison data and ordered/unordered lists for features, steps, and specifications. Structured data formats are directly extractable by AI engines for answers.

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Site Pages

wasp.sh/blogD45
Blog | Wasp
wasp.sh/docsD44
Introduction | Wasp
wasp.sh/vibe-codingD43
Wasp: The Framework Built for Vibe Coding
Changes since v1Last audited 46 days ago
57
55
-2
View full comparison →
Focus Content on Core TopicsImprove Question-Answer AlignmentAdd Original Data & Case StudiesIncrease Fact & Data DensityAdd Direct Answer ParagraphsBuild Comprehensive FAQ SectionIncrease Entity DensityAdd Answer Capsule PatternsPackage Evidence for AIAdd Structured Tables & Lists

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