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yourcomma.com

yourcomma.com

Moderate AI visibility with 33 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureRobotics & Hardware
64/100
2 since v1
D
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
7/10

Verdict

Moderate AEO readiness at 64/100 with significant gaps to address. Key strengths include robots.txt for AI Crawlers, Table & List Extractability, and Fact & Data Density. Priority gaps: llms.txt File, RSS/Atom Feed, and Speakable Schema.

How to Improve

Current
64/100
Projected
86/100
36Total Fixes
7Quick Wins
~61hEst. Effort
Quick Wins
Create /llms.txt fileAdd question-based headingsLink orphan pages into site navigationAdd ai.txt and content licensingMake content creators clearly visibleReduce extraction frictionReduce document weight
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Reduce render-blocking resources
critical|medium
Reduce document weight
high|low
Fix HTML structure and meta tags
low|low
Add internationalization signals
critical|medium
Improve server response efficiency
medium|low
Create complete sitemap.xml
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.

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.

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 question-based headings (H2/H3) throughout your content. Use "What is...", "How does...", "Why should..." patterns that match how users query AI assistants.

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

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

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.

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

Add Person schema for content authors with credentials, expertise, and sameAs links. Expert attribution strengthens E-E-A-T signals that AI engines use to evaluate source credibility.

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

Fix It With AI38

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Site Pages

www.yourcomma.com/sara-for-patientsF39
Sara for Patients — Comma
www.yourcomma.com/homeF38
Comma
www.yourcomma.com/patient-conversationsD43
Patient Conversations — Comma
www.yourcomma.com/product-waitlistF37
Waitlist: Tampon + Bioapplicator™ — Comma
Changes since v1Last audited 70 days ago
66
64
-2
View full comparison →
Add Original Data & Case StudiesIncrease Content DepthAdd Answer Capsule PatternsRestructure Content as Q&AAdd First-Hand Experience SignalsStrengthen Entity Authority (NAP)Add Entity DisambiguationAdd Direct Answer ParagraphsEnhance Author & Expert SchemaPackage Evidence for AI

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