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AI Visibility Scorecard
JL Reed
jlreed.com · Food & Beverage
AI engines read this profile 5 times
Claude · Apple Intelligence · Meta AI
?
AEO Visibility
iNot scored · -/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About JL Reed
from our crawl and measurement
JL Reed describes itself simply: "Then steal my neighbour’s toilet roll during a small emotional breakdown." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
-
Not yet measured.
Domain Authority
-
Not yet measured.
Reference Presence
-
Not yet measured.
News & Press
-
Not yet measured.
Community
-
Not yet measured.
Social Mentions
-
Not yet measured.
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.
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The exact fixes for JL Reed
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What is AEO? The beginner's guide to Answer Engine Optimization
ChatGPT answered 200 million questions last month. Google's AI Overviews are showing up on millions of searches. Claude is running research for entire teams. The question isn't whether AI will shape how people find information. It already has.
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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/jlreed
Cite this score: Engagemii (2026). "AEO Score for JL Reed." Retrieved from https://engagemii.com/aeo/brands/jlreed
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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