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AI Visibility Scorecard
WM Body Work
wmbodyworkinc.com · Automotive
Borderline visible. AI bots can crawl WM Body Work, 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
#131,220 of 339,619 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About WM Body Work
from our crawl and measurement
"617-381-1817 - FREE estimate. Since 2003. Quality and affordable. Foreign or domestic vehicle. Auto body repair. Auto body restoration and painting. Brake." That is how WM Body Work introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.7/10, WM Body Work is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for WM Body Work
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for WM Body Work.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wmbodyworkinc
Cite this score: Engagemii (2026). "AEO Score for WM Body Work." Retrieved from https://engagemii.com/aeo/brands/wmbodyworkinc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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