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dmodel.ai
SUMMER 2024

dmodel.ai

Moderate AI visibility with 25 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureAI & ML Platforms
54/100
25 since v1
F
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
6/10
Trust & Authority
~15% weight
4/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
3/10

Verdict

Below-average AEO readiness at 54/100 - multiple areas need attention. Key strengths include Query-Answer Alignment, Content Cannibalization, and Duplicate Content Blocks. Priority gaps: llms.txt File, Schema.org Structured Data, and Comprehensive FAQ Section.

How to Improve

Current
54/100
Projected
82/100
41Total Fixes
9Quick Wins
~86hEst. Effort
Quick Wins
Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersLink orphan pages into site navigationImplement semantic HTML5 elementsAdd structured tables and listsAdd ai.txt and content licensingAdd visible date signalsClarify entity boundaries
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Create complete sitemap.xml
critical|medium
Configure robots.txt for AI crawlers
critical|low
Fix HTML structure and meta tags
medium|low
Add internationalization signals
critical|medium
Fix canonical URL strategy
medium|trivial
Improve server response efficiency
low|low
Reduce render-blocking resources
low|low

Top Opportunities10

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 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%.

Strengthen internal linking with descriptive anchor text between related pages. Add breadcrumb navigation and ensure every key page is reachable within 3 clicks from the homepage.

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.

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.

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.

Include dateModified schema, visible last-updated dates, and time elements on content pages. Fresh content signals help AI engines prioritize your pages over stale alternatives.

Implement JSON-LD structured data (Organization, Service, Product, FAQPage) on key pages. Schema markup helps AI engines extract and cite your content accurately.

Add Organization schema with consistent name, address, phone (NAP). Include sameAs links to social profiles and authoritative directories to strengthen entity recognition.

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.

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Site Pages

dmodel.ai/nullabilityD48
How Language Models Understand Nullability
dmodel.ai/nullability-gentleF35
Inside the CodeBot: A Gentle Introduction to How LLMs Understand Nullability
dmodel.ai/steering_charactersF38
Steering Characters with Interpretability
Changes since v1Last audited 76 days ago
29
54
+25
View full comparison →
Add Original Data & Case StudiesIncrease Entity DensityImprove Internal Linking ArchitectureBuild Comprehensive FAQ SectionAdd Answer Capsule PatternsAdd Structured Tables & ListsAdd Content Freshness SignalsAdd Schema.org Structured DataStrengthen Entity Authority (NAP)Increase Fact & Data Density

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