AI Visibility Scorecard
EpiToolkit
epitoolkit.com · Technology
Borderline visible. AI bots can crawl EpiToolkit, 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 2 times
Claude · Meta AI
#1,863,169 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4/10
30
Muse Index Score
iAI agent readiness
Transactable · 30/100
0
AI Adoption
iNone detected · 0/100
About EpiToolkit
from our crawl and measurement
EpiToolkit describes itself simply: "Free epidemiology calculators for sample size, relative risk, odds ratio, prevalence, incidence, public health indicators, M&E templates, and research methods." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, EpiToolkit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What do you need to do today?
Choose a practical starting point. Each pathway leads directly to a calculator, reference, or reusable resource. 01 Plan a studyEstimate sample size and review the assumptions needed for a defensible protocol. Open sample size calculator 02 Analyze an associationCompare outcome risk between exposed and unexposed groups using a 2 by 2 table.
Is this your brand?
The exact fixes for EpiToolkit
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 EpiToolkit.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/epitoolkit
Cite this score: Engagemii (2026). "AEO Score for EpiToolkit." Retrieved from https://engagemii.com/aeo/brands/epitoolkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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