AI Visibility Scorecard
jgunderfloor.com · Home & Living
At 2.44/10, John Guest is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 10% in Home & Living for AI visibility
3
2.44
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
"Complete underfloor heating systems engineered for energy-efficient performance, enabling confident system design, straightforward installation and consistent heat distribution." That is how John Guest introduces itself. When AI engines look at it, they find little to work with. It scores 2.44 out of 10.
Our crawl found structured data on the page (Corporation, WebPage, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.44/10, John Guest is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Where to buy?
From pipe fixing systems to push-fit manifolds, ultra-flexible pipe and smart heating controls, we have everything you need for any type of project or floor construction. Find your nearest stockist The use of JG LowFit 16mm Castellated panels has allowed our business to speed up installation time, as well as giving our business a product that is compatible with the use of heat pumps.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jgunderfloor
Cite this score: Engagemii (2026). "AEO Score for John Guest." Retrieved from https://engagemii.com/aeo/brands/jgunderfloor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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