AI Visibility Scorecard
ManualFind
manualfind.com · Healthcare
Borderline visible. AI bots can crawl ManualFind, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#918,269 of 925,306 in Healthcare for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Healthcare average 11
Top 73% of Healthcare
See what's behind this score →3
-
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 ManualFind
from our crawl and measurement
"June 24, 2017 what do tissue forceps have instead of a ratchet?." That is how ManualFind introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
- Company ·
- ManualFind
- Website ·
- manualfind.com
- Industry ·
- Healthcare
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
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
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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 3.4/10, ManualFind is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for ManualFind
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/manualfind
Cite this score: Engagemii (2026). "AEO Score for ManualFind." Retrieved from https://engagemii.com/aeo/brands/manualfind
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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