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AI Visibility Scorecard
Cotswold Raspberry Jam
cotswoldjam.org · Media & Entertainment
Borderline visible. AI bots can crawl Cotswold Raspberry Jam, 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 3 times
Claude · ChatGPT · Meta AI
#824,075 of 1,916,301 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Cotswold Raspberry Jam
from our crawl and measurement
Cotswold Raspberry Jam is a business whose own site puts it this way: "Pi Day event Sat 14 March Cheltenham HackspaceRethink, can you help?Downloads for March and May 2019Raspberry Pi Christmas Shopping Wish List 2018Downloads for September 2018Files for May." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
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
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 4.9/10, Cotswold Raspberry Jam is crawlable but under-signaled - fixable, and the signals above are where to start.
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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/cotswoldjam-org
Cite this score: Engagemii (2026). "AEO Score for Cotswold Raspberry Jam." Retrieved from https://engagemii.com/aeo/brands/cotswoldjam-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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