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tracecat.com
WINTER 2024

tracecat.com

Weak AI visibility with 22 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
48/100
2 since v1
F
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
4/10

Verdict

Below-average AEO readiness at 48/100 - multiple areas need attention. Key strengths include Canonical URL Strategy, Content Depth, and Duplicate Content Blocks. Priority gaps: llms.txt File, Schema.org Structured Data, and Q&A Content Format.

How to Improve

Current
48/100
Projected
79/100
42Total Fixes
11Quick Wins
~98hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingIncrease fact and data densityImprove query-answer alignmentAdd visible date signalsAdd first-hand experience signalsMake content creators clearly visibleAdd answer-first content placement
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
medium|low
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
medium|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 question-based headings (H2/H3) throughout your content. Use "What is...", "How does...", "Why should..." patterns that match how users query AI assistants.

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.

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.

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

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.

The same paragraphs appear on multiple pages. AI engines may only index one version and ignore the rest. Rewrite shared content so each page offers a unique perspective.

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.

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.

Fix It With AI44

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Every day without action is traffic your site loses to AI-ready competitors. We fix that.

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Site Pages

www.tracecat.com/termsF39
Terms of Service | Tracecat
www.tracecat.com/privacyD40
Privacy Policy | Tracecat
www.tracecat.comD40
Tracecat | Open source AI-native SOAR
www.tracecat.com/pricingF37
Pricing | Tracecat
Changes since v1Last audited 52 days ago
50
48
-2
View full comparison →
Add Original Data & Case StudiesRestructure Content as Q&AIncrease Fact & Data DensityFocus Content on Core TopicsBuild Comprehensive FAQ SectionAdd Direct Answer ParagraphsAdd Owned Data SignalsEliminate Cross-Page Duplicate ContentAdd Content Freshness SignalsAdd Answer Capsule Patterns

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