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AI Visibility Scorecard
TMF Health Quality Institute
tmf.org · Healthcare
Somewhat visible. AI bots can read TMF Health Quality Institute, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#285,802 of 851,731 in Healthcare for AI visibility
5.1
/10
AEO Score
About TMF Health Quality Institute
from our crawl and measurement
tmf.org, based in Austin, TX, describes itself simply: "Our Work TMF works with patients, providers, government agencies and other groups across the nation to promote high quality health care." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.1/10, TMF Health Quality Institute has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tmf-org
Cite this score: Engagemii (2026). "AEO Score for TMF Health Quality Institute." Retrieved from https://engagemii.com/aeo/brands/tmf-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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