#1,083,396 OF 1,388,695 IN FOOD & BEVERAGE
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AI Visibility Scorecard
DF20 Ltd
df20.com · Food & Beverage
Borderline visible. AI bots can crawl DF20 Ltd, 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
#1,083,396 of 1,388,695 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About DF20 Ltd
from our crawl and measurement
df20.com describes itself simply: "<p>DF20 specialise in the project management, supply and installation of commercial Kitchens, Bars and Restaurants.</p>." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
9
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
4
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
1
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 3.2/10, DF20 Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for DF20 Ltd
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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 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/df20
Cite this score: Engagemii (2026). "AEO Score for DF20 Ltd." Retrieved from https://engagemii.com/aeo/brands/df20
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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