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AI Visibility Scorecard
leightonlists.com · Food & Beverage
Borderline visible. AI bots can crawl Leighton Lists, 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 1 times
Claude
#804,266 of 1,351,800 in Food & Beverage for AI visibility
3.9
/10
AEO Score
from our crawl and measurement
Leighton Lists describes itself simply: "20147 to the rescue, Sep 85 All over for the cans??, 86613 and 86632 pass the tree at Old Lnslade with 4M45 on Friday February 5th 2021." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On the page it is passable on a workable page structure and basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, other sites link to it. Beyond that, 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. 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
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 3.9/10, Leighton Lists is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Leighton Lists
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/leightonlists
Cite this score: Engagemii (2026). "AEO Score for Leighton Lists." Retrieved from https://engagemii.com/aeo/brands/leightonlists
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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