AI Visibility Scorecard
Retina Labs
retinalabsforme.com · Healthcare
Somewhat visible. AI bots can read Retina Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude
#114,731 of 923,521 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Retina Labs
from our crawl and measurement
Retina Labs, based in Nashville, TN, describes itself simply: "Anonymous ReportingRetina Labs strives to demonstrate to patients, staff, and the public that we are an honest, ethical, and reputable health care organization." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5.7/10, Retina Labs has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What Is a Diabetic Retinal Eye Exam?
A diabetic retinal eye exam is a quick, painless test that takes a photo of the back of the eye. A device called a fundus camera takes the photo.
Why Should You Get Screened for Diabetic Eye Disease?
Why Should You Get Screened for Diabetic Eye Disease?If not found and treated in a timely manner, damaged vision can be permanent. If found early, treatment is effective at reducing the risk of visual impairment and blindness.Early detection, timely treatment and appropriate follow-up can reduce the risk of vision loss in up to 95% of cases.
What Is a Bone Density Scan?
A bone density scan determines if you have osteoporosis—a disorder characterized by bones that are more fragile and more likely to break. The bone density scan is a quick, non-invasive and radiation free test that involves taking an ultrasound of the forearm or in some cases a finger using a portable device called a bone densitometer. A bone density test determines the bone mineral density (BMD).
What Type of Lab Tests Does Retina Labs Offer?
Retina Labs offers a suite of at-home lab test kits which can be self-completed by patients in the comfort their home. We use the highest quality HbA1c, kidney health and colon cancer test kits which ensure reliable and accurate test results analyzed by an accredited laboratory.
What are the Different Stages of Diabetic Retinopathy?
Diabetic retinopathy is a general term for all disorders of the retina caused by diabetes. If you’re diagnosed with diabetic retinopathy, your eye doctor may tell you that you have an early form of the disease called “non-proliferative” diabetic retinopathy or “proliferative” diabetic retinopathy. With the latter, blood vessels become so damaged they they eventually close off.
Is this your brand?
The exact fixes for Retina Labs
Which AI engines already crawl you
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/retinalabsforme
Cite this score: Engagemii (2026). "AEO Score for Retina Labs." Retrieved from https://engagemii.com/aeo/brands/retinalabsforme
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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