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AI Visibility Scorecard

ALAN LESTER LIMITED

ALAN LESTER LIMITED

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lesterheating.com Β· Home & Living

At 2.9/10, ALAN LESTER LIMITED is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,122,818 of 1,229,834 in Home & Living for AI visibility

2.9

/10

AEO Score

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About ALAN LESTER LIMITED

from our crawl and measurement

"Tell us your building, emitters and hot-water needs. We reply with a clear, brand-neutral quotation and spec." That is how Heat Pumps Specified Without the Hype introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.

Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry Β· Home & Living
Last scored Β· Aug 16, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

7

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

0

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 2.9/10, ALAN LESTER LIMITED is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for ALAN LESTER LIMITED: AEO & AI Search

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 August 16, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/lesterheating

Cite this score: Engagemii (2026). "AEO Score for ALAN LESTER LIMITED." Retrieved from https://engagemii.com/aeo/brands/lesterheating

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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