#48,620 OF 363,853 IN AUTOMOTIVE
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AI Visibility Scorecard
Evolution MS
evoms.com · Automotive
Somewhat visible. AI bots can read Evolution MS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude
#48,620 of 363,853 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
3
AI Adoption
iBasic · 3/100
About Evolution MS
from our crawl and measurement
"We're excited to unveil our refreshed look and expanded automotive services, designed to enhance your high-performance vehicle experience." That is how EVOMS of Kirkland, WA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).
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
Strong
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
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 5.4/10, Evolution MS has a working base to build on - fixable, and the signals above are where to start.
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evoms
Cite this score: Engagemii (2026). "AEO Score for Evolution MS." Retrieved from https://engagemii.com/aeo/brands/evoms
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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