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AI Visibility Scorecard
Killian and Abraham Labs
killian.lab.medicine.umich.edu · Healthcare
Well-positioned for AI search. The breakdown below shows where Killian and Abraham Labs is still leaving points on the table.
AI engines read this profile 2 times
Claude · Apple Intelligence
#702 of 724,768 in Healthcare for AI visibility
7.3
/10
AEO Score
About Killian and Abraham Labs
from our crawl and measurement
"Our home is in the Department of Orthopaedic Surgery and the Orthopaedic Research Laboratories at the University of Michigan Medical School." That is how Killian and Abraham Labs introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.3 out of 10, a strong showing.
On the page it is passable on a workable page structure. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
9
Press and news coverage.
Community
9
Forum and community discussion.
9
Reddit mentions and discussion.
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 7.3/10, Killian and Abraham Labs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Killian and Abraham Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Killian and Abraham Labs.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/killian-lab-medicine-umich-edu
Cite this score: Engagemii (2026). "AEO Score for Killian and Abraham Labs." Retrieved from https://engagemii.com/aeo/brands/killian-lab-medicine-umich-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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