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AI Visibility Scorecard

Edwards Plumbing & Heating

Edwards Plumbing & Heating

Unclaimed

edwardsph.com · Home & Living

Somewhat visible. AI bots can read Edwards Plumbing & Heating, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 5 times

ChatGPT · Meta AI · Claude

#11,788 of 1,217,362 in Home & Living for AI visibility

6.4

/10

AEO Score

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About Edwards Plumbing & Heating

from our crawl and measurement

Edwards Plumbing & Heating, based in Southfield, MI, describes itself simply: "Discover reliable plumbing and heating solutions in Metro Detroit with Edwards Plumbing & Heating. Contact us today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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). By its own structured data it is a plumbing business.

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

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 6.4/10, Edwards Plumbing & Heating has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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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/edwardsph

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

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

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