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cbrx.ai

cbrx.ai

Moderate AI visibility with 31 of 48 criteria passing. Biggest gap: rss/atom feed.

55/100
7 since v1
F
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
6/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 55/100 - multiple areas need attention. Key strengths include Schema.org Structured Data, Clean, Crawlable HTML, and Fact & Data Density. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Speakable Schema. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

#2209of 13363
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How to Improve

Current
55/100
Projected
79/100
44Total Fixes
11Quick Wins
~87hEst. Effort
Quick Wins
Create /llms.txt fileAdd question-based headingsConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd ai.txt and content licensingEnhance author and expert schemaAdd visible date signalsIncrease content depth and structureReduce extraction frictionImprove server response efficiencyReduce render-blocking resources
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Reduce render-blocking resources
high|low
Add internationalization signals
critical|medium
Improve server response efficiency
high|low
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
low|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.

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.

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.

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

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.

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.

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Site Pages

www.cbrx.ai/blogF36
Insights | CBRX
www.cbrx.ai/ai-consultingF32
eu ai act readiness services & AI Security | CBRX
www.cbrx.ai/ai-red-teamingF33
cybersecurity for ai solutions – AI Red Teaming | CBRX
Changes since v1Last audited 52 days ago
48
55
+7
View full comparison →
Increase Content DepthFocus Content on Core TopicsAdd Original Data & Case StudiesAdd Direct Answer ParagraphsImprove Question-Answer AlignmentBuild Comprehensive FAQ SectionAdd Entity DisambiguationPackage Evidence for AIAdd Structured Tables & ListsImprove Citation-Ready Writing

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