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osmind.org
SUMMER 2020

osmind.org

Weak AI visibility with 27 of 48 criteria passing. Biggest gap: llms.txt file.

49/100
1 since v1
F
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
4/10

Verdict

Below-average AEO readiness at 49/100 - multiple areas need attention. Key strengths include Entity Authority & NAP Consistency, Canonical URL Strategy, and Entity Density. Priority gaps: llms.txt File, Comprehensive FAQ Section, and RSS/Atom Feed. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

#5868of 13363
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How to Improve

Current
49/100
Projected
80/100
44Total Fixes
11Quick Wins
~87hEst. Effort
Quick Wins
Create /llms.txt fileAdd question-based headingsStrengthen entity authority (NAP)Configure robots.txt for AI crawlersAdd ai.txt and content licensingEnhance author and expert schemaImprove query-answer alignmentAdd visible date signalsImprove citation-ready writing qualityAdd answer-first content placementReduce extraction friction
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
Fix canonical URL strategy
low|trivial
Improve server response efficiency
low|low

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.

Sections within pages contain identical or near-identical text. LLMs may flag this as low-quality or thin content, reducing citation authority. Rewrite duplicate blocks with unique angles.

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.

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

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.

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.

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.

Fix It With AI45

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Site Pages

www.osmind.org/research/soleo-studyF29
Soleo Study
www.osmind.org/knowledge-article/telling-your-patients-ab...F30
Telling your patients about Osmind
www.osmind.org/blogF26
Mental Health Treatment and Research Blog
www.osmind.org/knowledge-article/anxiety-icd-10-codeF33
Anxiety ICD-10 Code Guide
www.osmind.org/knowledge-article/psychiatry-ehr-schedulingF28
Psychiatry EHR Scheduling
www.osmind.org/resourcesF27
Podcasts, research articles and conferences | Osmind EHR
www.osmind.org/knowledge-article/introduction-to-superbillsF32
​​Introduction to superbills
Changes since v1Last audited 52 days ago
48
49
+1
View full comparison →
Focus Content on Core TopicsFix Duplicate Content BlocksAdd Direct Answer ParagraphsImprove Question-Answer AlignmentBuild Comprehensive FAQ SectionAdd Owned Data SignalsRestructure Content as Q&AAdd Answer Capsule PatternsAdd Content Freshness SignalsIncrease Content Depth

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