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moichor.com
WINTER 2021

moichor.com

Moderate AI visibility with 29 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureAI & ML Platforms
59/100
1 since v1
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
6/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 59/100 - multiple areas need attention. Key strengths include Clean, Crawlable HTML, robots.txt for AI Crawlers, and Table & List Extractability. Priority gaps: llms.txt File, Comprehensive FAQ Section, and RSS/Atom Feed.

How to Improve

Current
59/100
Projected
83/100
38Total Fixes
10Quick Wins
~68hEst. Effort
Quick Wins
Create /llms.txt fileLink orphan pages into site navigationAdd ai.txt and content licensingEnhance author and expert schemaMake content creators clearly visibleImprove citation-ready writing qualityPackage evidence for AI enginesReduce extraction frictionReduce render-blocking resourcesReduce document weight
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Reduce render-blocking resources
high|low
Reduce document weight
high|low
Add internationalization signals
critical|medium
Create complete sitemap.xml
low|low
Improve server response efficiency
medium|low

Top Opportunities10

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

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

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.

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 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.

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.

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

Show direct use, testing, implementation, or lived experience with concrete observations, examples, screenshots, and lessons learned.

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.

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Site Pages

www.moichor.com/ai-lymphoma-detectionD47
AI Lymphoma Detection — Moichor
Changes since v1Last audited 76 days ago
60
59
-1
View full comparison →
Improve Question-Answer AlignmentRestructure Content as Q&ABuild Comprehensive FAQ SectionAdd Original Data & Case StudiesAdd Answer Capsule PatternsIncrease Content DepthPackage Evidence for AIAdd First-Hand Experience SignalsAdd Owned Data SignalsStrengthen Entity Authority (NAP)

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