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AI Visibility Scorecard
Tolmans Auto
tolmansauto.com · Automotive
Somewhat visible. AI bots can read Tolmans Auto, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Apple Intelligence
#8,548 of 331,668 in Automotive for AI visibility
6.1
/10
AEO Score
About Tolmans Auto
from our crawl and measurement
"Tolman’s Auto-Tech Group provides full repair and maintenance for all makes and models. Our Master ASE Certified technicians use advanced diagnostics for expert care." That is how Tolmans Auto of Allendale, MI introduces itself. Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
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
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
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 6.1/10, Tolmans Auto has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Tolmans Auto
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/tolmansauto
Cite this score: Engagemii (2026). "AEO Score for Tolmans Auto." Retrieved from https://engagemii.com/aeo/brands/tolmansauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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