AI Visibility Scorecard
Bumford Heating Ltd
bumfords.com · Home & Living
At 2.62/10, Bumford Heating Ltd is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 5% in Home & Living for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Home & Living average 5
Top 7% of Home & Living
See what's behind this score →2.62
-
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 →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Home & Living average 21
See what's behind this score →0
About Bumford Heating Ltd
from our crawl and measurement
Bumford Heating Ltd is a Hoyland, South Yorkshire business whose own site puts it this way: "Heating, plumbing, boiler, air-conditioning and wet underfloor-heating services across South Yorkshire. Local Bumfords expertise since 1968." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.62 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Bumford Heating Ltd
- Website ·
- bumfords.com
- Industry ·
- Home & Living
- Location ·
- Hoyland, South Yorkshire
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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.
The 6 off-page signals AI reads
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.62/10, Bumford Heating Ltd is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bumford Heating Ltd
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bumfords
Cite this score: Engagemii (2026). "AEO Score for Bumford Heating Ltd." Retrieved from https://engagemii.com/aeo/brands/bumfords
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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