AI Visibility Scorecard
Cancer Quality Lab
cancerqualitylab.com · Healthcare
Borderline visible. AI bots can crawl Cancer Quality Lab, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
ChatGPT
#705,410 of 925,419 in Healthcare for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Healthcare average 11
Top 83% of Healthcare
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Cancer Quality Lab
from our crawl and measurement
Cancer Quality Lab is a business whose own site puts it this way: "However, healthcare delivery is a complex undertaking fraught with challenges such as suboptimal adoption of evidence-based practices, wide variation in care and outcomes, and high rates of." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including GPTBot (ChatGPT).
- Company ·
- Cancer Quality Lab
- Website ·
- cancerqualitylab.com
- Industry ·
- Healthcare
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 read your site and name it in answers. At 3.5/10, Cancer Quality Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cancer Quality Lab
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cancerqualitylab
Cite this score: Engagemii (2026). "AEO Score for Cancer Quality Lab." Retrieved from https://engagemii.com/aeo/brands/cancerqualitylab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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