AI Visibility Scorecard
Heat Pump Database
heatpumpdatabase.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Heat Pump Database, 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 3 times
Meta AI · Claude
#232,799 of 269,181 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Heat Pump Database
from our crawl and measurement
Heat Pump Database is a business whose own site puts it this way: "The UK's most complete heat pump database. Compare air source, water source, and ground source heat pumps with full specifications, COP data, and manufacturer details." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, Heat Pump Database is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Key considerations — is a heat pump right for your home?
Heat pumps can heat pretty much any UK home, but a good result depends on getting a few things right beforehand. These are the main factors worth thinking through before you commit: Insulation & heat loss The better insulated your home, the smaller and cheaper the heat pump needed, and the easier it is to run efficiently. Loft, wall and floor insulation are worth tackling first.
COP or SCOP — which should you use?
COP is a snapshot at one condition; SCOP looks at the whole year. To judge how a unit will perform — and cost to run — over a year, SCOP at the flow temperature you intend to use is the more useful number. COP is best for understanding behaviour at a particular point, such as a cold snap (A-7/W35) or heating domestic hot water at a high flow temperature.
Is this your brand?
The exact fixes for Heat Pump Database
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/heatpumpdatabase
Cite this score: Engagemii (2026). "AEO Score for Heat Pump Database." Retrieved from https://engagemii.com/aeo/brands/heatpumpdatabase
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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