AI Visibility Scorecard
Ernest Doe
ernestdoe.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Ernest Doe, 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 13 times
Claude · Meta AI · Apple Intelligence · Perplexity
#5,793 of 269,181 in Manufacturing & Industrial for AI visibility
12
5
AEO Visibility
iBorderline · 4.7/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Ernest Doe
from our crawl and measurement
"Established family-run dealer for agricultural, construction and groundcare machinery across the South East, East Anglia and East Midlands." That is how Ernest Doe introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
On its own pages the site does well on a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on some structured data, a partly stated business identity and basic crawler access.
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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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, Ernest Doe is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ernest Doe
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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.
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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/ernestdoe
Cite this score: Engagemii (2026). "AEO Score for Ernest Doe." Retrieved from https://engagemii.com/aeo/brands/ernestdoe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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