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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 3 times
ChatGPT · Apple Intelligence
#2,270 of 324,120 in Automotive for AI visibility
6.5
/10
AEO Score
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.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a few credibility markers.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
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 Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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
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 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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