AI visibility score
4.2/ 10Fair

#28,515 of 1,376,760 in Home & Living

As of 2026-09-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

JF Heating & Plumbing Solutions

JF Heating & Plumbing Solutions

Unclaimed

jfhaps.com · Home & Living

Borderline visible. AI bots can crawl JF Heating & Plumbing Solutions, 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 1 times

Claude

#28,515 of 1,376,760 in Home & Living for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 7% of Home & Living

4

AEO Visibility

i

Borderline · 4.2/10

35

Muse Index Score

i

AI agent readiness

Agent-ready · 35/100

8

AI Adoption

i

Basic · 8/100

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About JF Heating & Plumbing Solutions

from our crawl and measurement

JF Heating & Plumbing works in Home & Living, based in Monkston Park, Milton Keynes. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

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

By its own structured data it is a plumbing business.

Industry · Home & Living
Last scored · Sep 1, 2026

The 6 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

Strong

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

Strong

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 4.2/10, JF Heating & Plumbing Solutions is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why Choose JF Heating & Plumbing?

At JF Heating & Plumbing Solutions, we’re committed to providing dependable, high-quality work for every job. Whether it’s a new bathroom, an oil boiler service, or general plumbing, we focus on delivering results you can trust.As a local Milton Keynes business, we take pride in serving our community with professional, certified expertise.

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Picked for JF Heating & Plumbing Solutions: How-To

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 September 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for JF Heating & Plumbing Solutions." Retrieved from https://engagemii.com/aeo/brands/jfhaps

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

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