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AI Visibility Scorecard
J.W. Langton Plumbing & Heating
jwlangton.com · Home & Living
Borderline visible. AI bots can crawl J.W. Langton Plumbing & Heating, 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
Claude · Apple Intelligence · Meta AI
#732,533 of 1,288,869 in Home & Living for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About J.W. Langton Plumbing & Heating
from our crawl and measurement
J.W. Langton Plumbing & Heating works in Home & Living. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on a workable page structure and basic crawler access. What holds it back is structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Away from its own site, other sites link to it. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.3/10, J.W. Langton Plumbing & Heating is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for J.W. Langton Plumbing & Heating
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jwlangton
Cite this score: Engagemii (2026). "AEO Score for J.W. Langton Plumbing & Heating." Retrieved from https://engagemii.com/aeo/brands/jwlangton
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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