#1,654 OF 356,423 IN AUTOMOTIVE
SCORE HISTORY BEGINS 2026-06-20
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AI Visibility Scorecard
Fred Henderson
fredhenderson.com · Automotive
Somewhat visible. AI bots can read Fred Henderson, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · ChatGPT · Apple Intelligence · Claude
#1,654 of 356,423 in Automotive for AI visibility
7
AEO Visibility
iVisible · 6.5/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Fred Henderson
from our crawl and measurement
Fred Henderson, based in Durham, County Durham, describes itself simply: "Fred Henderson has been a fixture in Langley Moor, near Durham for over 50 years, family-run from the start, and still very much family-run today." Its AI visibility score is 6.5 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 (Place, AutoRepair, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), Applebot (Siri) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
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 6.5/10, Fred Henderson has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fred Henderson
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredhenderson
Cite this score: Engagemii (2026). "AEO Score for Fred Henderson." Retrieved from https://engagemii.com/aeo/brands/fredhenderson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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