AI Visibility Scorecard
Collateral Damage: A Patient, a New Procedure and the Learning Curve
collateral-damage.net · Healthcare
Somewhat visible. AI bots can read Collateral Damage: A Patient, a New Procedure and the Learning Curve, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · ChatGPT
#138,102 of 923,136 in Healthcare for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Collateral Damage: A Patient, a New Procedure and the Learning Curve
from our crawl and measurement
"A stark reminder of the human side of what may often be seen as statistics... The book presents, in its clearest form, the suffering of those left damaged by medical complications." That is how Collateral Damage: A Patient, a New Procedure and the Learning Curve introduces itself. Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 5.6/10, Collateral Damage: A Patient, a New Procedure and the Learning Curve has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collateral Damage: A Patient, a New Procedure and the Learning Curve
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collateral-damage-net
Cite this score: Engagemii (2026). "AEO Score for Collateral Damage: A Patient, a New Procedure and the Learning Curve." Retrieved from https://engagemii.com/aeo/brands/collateral-damage-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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