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AI Visibility Scorecard

LR Gregory & Son

LR Gregory & Son

Unclaimed

lrgregory.com · Home & Living

Somewhat visible. AI bots can read LR Gregory & Son, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

ChatGPT · Meta AI

#50,593 of 1,084,413 in Home & Living for AI visibility

6

/10

AEO Score

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About LR Gregory & Son

from our crawl and measurement

LR Gregory & Son is a Lake Bluff, Illinois business whose own site puts it this way: "LR Gregory & Son has been your trusted local experts in HVAC, roofing, and plumbing since 1952. As a family-owned and operated business in Lake Bluff, IL, we offer top-notch heating." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on structured data describing the business, 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.

Off the page, 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. None of that can be fixed on the page: it has to be earned.

By its own structured data it is a roofing business.

Industry · Home & Living
Last scored · Aug 2, 2026
Employees · 1-10

The 6 signals AI reads

Higher is better · 0-10

Structured Data

8

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

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

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

9

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 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 6/10, LR Gregory & Son 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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Picked for LR Gregory & Son: Home & Living

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for LR Gregory & Son." Retrieved from https://engagemii.com/aeo/brands/lrgregory

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

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