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testforthat.com

testforthat.com

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

Healthcare & Patient AdvocacyMedical Practice
56/100
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
4/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 56/100 - multiple areas need attention. Key strengths include Internal Linking Structure, Fact & Data Density, and Canonical URL Strategy. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Content Licensing & AI Permissions.

How to Improve

Current
56/100
Projected
82/100
37Total Fixes
13Quick Wins
~69hEst. Effort
Quick Wins
Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersImplement semantic HTML5 elementsAdd content freshness signalsAdd definition-style contentAdd ai.txt and content licensingImprove query-answer alignmentAdd visible date signalsPackage evidence for AI enginesClarify entity boundariesReduce extraction frictionReduce document weight
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Reduce render-blocking resources
critical|medium
Fix HTML structure and meta tags
medium|low
Configure robots.txt for AI crawlers
high|trivial
Reduce document weight
high|low
Add internationalization signals
critical|medium
Improve server response efficiency
medium|low
Create complete sitemap.xml
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.

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 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.

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.

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

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

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.

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

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