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comet.com

comet.com

Moderate AI visibility with 36 of 48 criteria passing. Biggest gap: speakable schema.

Developer Tools & InfrastructureAI & ML Platforms
61/100
6 since v1
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
7/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
7/10

Verdict

Moderate AEO readiness at 61/100 with significant gaps to address. Key strengths include llms.txt File, Internal Linking Structure, and Content Freshness Signals. Priority gaps: Speakable Schema, Image Context for AI, and Content Licensing & AI Permissions.

How to Improve

Current
61/100
Projected
82/100
32Total Fixes
8Quick Wins
~50hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersBuild FAQ sections with schemaAdd content freshness signalsAdd ai.txt and content licensingFocus blog content on core expertiseAdd first-hand experience signalsPackage evidence for AI enginesImprove server response efficiency
Reduce render-blocking resources
critical|medium
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Fix HTML structure and meta tags
low|low
Add internationalization signals
critical|medium
Improve server response efficiency
high|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.

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.

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.

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.

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.

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 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.

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

Place a concise 40-80 word answer block in the first 300 words of each page. Avoid throat-clearing openers like "In this article..." and lead with the answer.

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Site Pages

www.comet.com/docs/opikD41
Opik Documentation - Open-Source LLM Observability & Optimization | Opik Documentation
www.comet.com/site/convergence/mandar-kulkarniF39
Mandar Kulkarni - Comet
Changes since v1Last audited 76 days ago
55
61
+6
View full comparison →
Increase Content DepthFocus Content on Core TopicsAdd Original Data & Case StudiesAdd Structured Tables & ListsBuild Comprehensive FAQ SectionAdd Entity DisambiguationAdd Answer Capsule PatternsRestructure Content as Q&AStrengthen Entity Authority (NAP)Add Answer-First Placement

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