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modelence.com
SUMMER 2025

modelence.com

Moderate AI visibility with 32 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
61/100
1 since v1
F
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
5/10

Verdict

Moderate AEO readiness at 61/100 with significant gaps to address. Key strengths include Semantic HTML5 & Accessibility, Content Freshness Signals, and Table & List Extractability. Priority gaps: llms.txt File, RSS/Atom Feed, and Content Licensing & AI Permissions.

How to Improve

Current
61/100
Projected
81/100
40Total Fixes
10Quick Wins
~88hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd definition-style contentAdd ai.txt and content licensingEnhance author and expert schemaFix canonical URL strategyMake pages solve the user task fasterImprove citation-ready writing qualityClarify entity boundaries
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
high|trivial
Fix canonical URL strategy
critical|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
low|low
Create complete sitemap.xml
low|low

Top Opportunities10

Expand articles to 1000+ words with structured H2/H3 sections, comparison tables, and expert analysis. Thin content (under 300 words) is rarely cited by AI engines. Deep, well-structured articles demonstrate expertise.

Include "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

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.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

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.

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

Show direct use, testing, implementation, or lived experience with concrete observations, examples, screenshots, and lessons learned.

Rewrite multi-clause sentences into single-claim statements under 20 words. Pages with Flesch-Kincaid grade 16 outperform grade 19 in citation rates.

Define the primary entity in the first 500 characters, use consistent terminology (same term 70%+), and add "unlike X" signals to help AI engines distinguish your topics.

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Site Pages

modelence.com/use-casesF33
Use Cases - What Do You Want to Build? | Modelence
modelence.com/blog/migrating-from-meteorjsF32
Migrating from Meteor.js to Modelence: Why we built the framework we always wanted | Modelence Blog
modelence.com/blog/smartreposD46
SmartRepos - Smarter way to discover trending tools, libraries, frameworks | Modelence Blog
Changes since v1Last audited 76 days ago
62
61
-1
View full comparison →
Increase Content DepthAdd Owned Data SignalsAdd Original Data & Case StudiesImprove Citation-Ready WritingBuild Comprehensive FAQ SectionAdd Answer Capsule PatternsStrengthen Entity Authority (NAP)Add First-Hand Experience SignalsImprove Sentence AtomicityAdd Entity Disambiguation

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