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AI Visibility Scorecard
The Plough
coldastonplough.com · Food & Beverage
Somewhat visible. AI bots can read The Plough, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude · Apple Intelligence
#229,317 of 1,364,926 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About The Plough
from our crawl and measurement
"A boutique country pub in Cold Aston in the heart of the Cotswolds, with warm, rustic interiors, locally sourced food, and four thoughtfully designed rooms. Opening spring / summer 2026!." That is how The Plough of Cold Aston, ENG introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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
1
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 5.3/10, The Plough has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for The Plough
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coldastonplough
Cite this score: Engagemii (2026). "AEO Score for The Plough." Retrieved from https://engagemii.com/aeo/brands/coldastonplough
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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