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retliq.com

retliq.com

Weak AI visibility with 14 of 48 criteria passing. Biggest gap: llms.txt file.

35/100
2 since v1
F
Citation Avg
Coherence gate active - score capped at 55
Answer Readiness
~40% weight
4/10
Content Structure
~25% weight
3/10
Trust & Authority
~15% weight
1/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
3/10

Verdict

Critical AEO gaps at 35/100 - retliq.com is largely invisible to AI engines. Key strengths include Duplicate Content Blocks, Cross-Page Duplicate Content, and Page Speed: Page Size. Priority gaps: llms.txt File, Schema.org Structured Data, and Original Data & Expert Analysis. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.

#11285of 13363
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How to Improve

Current
35/100
Projected
74/100
42Total Fixes
12Quick Wins
~105hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersAdd definition-style contentAdd ai.txt and content licensingIncrease fact and data densityFix canonical URL strategyAdd visible date signalsFocus blog content on core expertiseIncrease content depth and structureAdd answer-first content placementReduce extraction frictionAdd internationalization signals
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 canonical URL strategy
critical|low
Fix HTML structure and meta tags
low|low
Add internationalization signals
high|low
Reduce render-blocking resources
low|low
Improve server response efficiency
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.

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.

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

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

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

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.

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.

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

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.

Fix It With AI44

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Site Pages

retliq.com/esF30
RetLiq
retliq.com/enF35
RetLiq
Changes since v1Last audited 52 days ago
33
35
+2
View full comparison →
Add Original Data & Case StudiesFocus Content on Core TopicsIncrease Content DepthAdd Direct Answer ParagraphsImprove Question-Answer AlignmentStrengthen Entity Authority (NAP)Add Structured Tables & ListsIncrease Fact & Data DensityRestructure Content as Q&AAdd Owned Data Signals

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