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AI Visibility Scorecard
derbybrewing.com · Food & Beverage
Borderline visible. AI bots can crawl Derby Brewing, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#661,523 of 1,353,316 in Food & Beverage for AI visibility
4.3
/10
AEO Score
from our crawl and measurement
Derby Brewing is a business whose own site puts it this way: "We're a family run brewery and pub company established in 2004. We brew a wide range of unique real ales and craft beers, many of which are multi award winners." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
On the page itself the strengths are clear: 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 some structured data, a workable page structure and a few credibility markers.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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.
It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 4.3/10, Derby Brewing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Derby Brewing
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/derbybrewing
Cite this score: Engagemii (2026). "AEO Score for Derby Brewing." Retrieved from https://engagemii.com/aeo/brands/derbybrewing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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