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AI Visibility Scorecard
A.B. Hadley Auto Repair
abhadley.com · Automotive
Somewhat visible. AI bots can read A.B. Hadley Auto Repair, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence
#2,944 of 338,628 in Automotive for AI visibility
6.4
/10
AEO Score
About A.B. Hadley Auto Repair
from our crawl and measurement
"A.B. Hadley is a family-owned Auto Care Center in South Ogden with over 90 years of experience. We provide honest and high-quality repair and maintenance for all makes and models, including." That is how A.B. Hadley Auto Repair introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The business dates to 1931.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
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
8
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 6.4/10, A.B. Hadley Auto Repair has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for A.B. Hadley Auto Repair
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abhadley
Cite this score: Engagemii (2026). "AEO Score for A.B. Hadley Auto Repair." Retrieved from https://engagemii.com/aeo/brands/abhadley
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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