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malibou.co
WINTER 2024

malibou.co

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

46/100
1 since v1
F
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
2/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 46/100 - multiple areas need attention. Key strengths include Content Cannibalization, Duplicate Content Blocks, and Page Speed: Page Size. Priority gaps: llms.txt File, Schema.org Structured Data, and RSS/Atom Feed.

#7619of 13363
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How to Improve

Current
46/100
Projected
78/100
43Total Fixes
6Quick Wins
~98hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersImplement semantic HTML5 elementsAdd ai.txt and content licensingIncrease fact and data densityAdd visible date signals
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
high|trivial
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce render-blocking resources
medium|low
Improve server response efficiency
medium|low
Fix canonical URL strategy
low|trivial

Top Opportunities10

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.

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.

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.

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

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.

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.

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.

Fix It With AI45

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Site Pages

www.malibou.com/fiches-pratiques/credit-dimpot-recherche-...F37
Crédit d'impôt recherche : Guide 2026 du CIR
www.malibou.com/blogF29
Blog - Toutes nos ressources | malibou.co
Changes since v1Last audited 52 days ago
47
46
-1
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Focus Content on Core TopicsAdd Original Data & Case StudiesAdd Structured Tables & ListsIncrease Fact & Data DensityAdd Owned Data SignalsStrengthen Entity Authority (NAP)Build Comprehensive FAQ SectionAdd Answer Capsule PatternsEliminate Cross-Page Duplicate ContentImprove Citation-Ready Writing

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