AI Visibility Scorecard
Dr Toolbox
dr-toolbox.com · Healthcare
Borderline visible. AI bots can crawl Dr Toolbox, 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
#715,046 of 919,068 in Healthcare for AI visibility
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Dr Toolbox
from our crawl and measurement
The knowledge resource for healthcare communities is a business whose own site puts it this way: "Toolbox is a secure online information resource set up by trainees to help to better orientate themselves with their hospital and department." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
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
Weak
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Dr Toolbox is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Toolbox?
Toolbox is a secure online information resource set up by trainees to help to better orientate themselves with their hospital and department. Including contact numbers, referral methods, ward handbooks & guidelines.
Why does it matter?
Easily accessible information at local level ensures that healthcare professionals can be efficient and effective in carrying out their role. This in turn has positive impacts on patient safety as well as education and training.
What can it do?
Toolbox is estimated to save 40 minutes per trainee per day. At a typical NHS Trust with 60 users, this could save £200,000 per hospital every year.
Is this your brand?
The exact fixes for Dr Toolbox
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Dr Toolbox.
Source & Attribution
Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dr-toolbox
Cite this score: Engagemii (2026). "AEO Score for Dr Toolbox." Retrieved from https://engagemii.com/aeo/brands/dr-toolbox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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