AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
3.8/ 10

▼ 1.2 since Jun 2026

#706,046 OF 910,899 IN HEALTHCARE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Evolution Engineering -

Evolution Engineering -

Unclaimed

evolutionengineering.us · Healthcare

Borderline visible. AI bots can crawl Evolution Engineering -, 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 5 times

Meta AI · Apple Intelligence · Claude

#706,046 of 910,899 in Healthcare for AI visibility

4

AEO Visibility

i

Near-invisible · 3.8/10

30

Muse Index Score

i

AI agent readiness

Basic · 30/100

0

AI Adoption

i

None detected · 0/100

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About Evolution Engineering -

from our crawl and measurement

"Our mission is to improve the lives of patients. We provide a variety of services to our clients to develop world-class medical devices and combination products." That is how Evolution Engineering - introduces itself. When AI engines look at it, they find little to work with. It scores 3.8 out of 10.

On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and a partly stated business identity. What holds it back is credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2021.

Industry · Healthcare
Last scored · Jul 31, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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 3.8/10, Evolution Engineering - is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Evolution Engineering -: How-To

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.

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/evolutionengineering-us

Cite this score: Engagemii (2026). "AEO Score for Evolution Engineering -." Retrieved from https://engagemii.com/aeo/brands/evolutionengineering-us

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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