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glass.health
WINTER 2023

glass.health

Moderate AI visibility with 28 of 48 criteria passing. Biggest gap: llms.txt file.

Healthcare & Patient AdvocacyHealthcare Technology
58/100
2 since v1
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
4/10

Verdict

Below-average AEO readiness at 58/100 - multiple areas need attention. Key strengths include Table & List Extractability, Fact & Data Density, and Canonical URL Strategy. Priority gaps: llms.txt File, Internal Linking Structure, and RSS/Atom Feed.

How to Improve

Current
58/100
Projected
83/100
37Total Fixes
12Quick Wins
~81hEst. Effort
Quick Wins
Create /llms.txt fileFix HTML structure and meta tagsConfigure robots.txt for AI crawlersBuild FAQ sections with schemaLink orphan pages into site navigationAdd ai.txt and content licensingEnhance author and expert schemaExtend schema to inner pagesAdd visible date signalsAdd first-hand experience signalsExplain how content was tested or reviewedReduce extraction friction
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
high|low
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Improve server response efficiency
low|low
Reduce render-blocking resources
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.

Strengthen internal linking with descriptive anchor text between related pages. Add breadcrumb navigation and ensure every key page is reachable within 3 clicks from the homepage.

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.

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.

Place a concise 40-80 word answer block in the first 300 words of each page. Avoid throat-clearing openers like "In this article..." and lead with the answer.

Use semantic HTML5 elements (main, article, nav, header, footer, section) to give AI parsers clear content structure. Add lang attribute and ARIA labels for accessibility.

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.

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.

Fix It With AI39

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Site Pages

glass.health/featuresD44
Glass Health | AI Clinical Decision Support | Features
glass.health/ehr-integrationF31
Glass Health | EHR Integration | Ambient Scribing & CDS
Changes since v1Last audited 76 days ago
56
58
+2
View full comparison →
Add Original Data & Case StudiesFocus Content on Core TopicsImprove Internal Linking ArchitectureAdd Owned Data SignalsAdd Answer Capsule PatternsAdd Content Freshness SignalsAdd Answer-First PlacementImplement Semantic HTML5Fix Duplicate Content BlocksBuild Comprehensive FAQ Section

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