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AI Visibility Scorecard

Leo J Roth

Leo J Roth

Unclaimed

leojroth.com · construction

Somewhat visible. AI bots can read Leo J Roth, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

ChatGPT

#36,163 of 791,161 in Home & Living for AI visibility

6

/10

AEO Score

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About Leo J Roth

from our crawl and measurement

Leo J Roth is a business whose own site puts it this way: "Leo J. Roth Corporation has provided HVAC, plumbing, and roofing contracting to Western New York for four generations. Solution driven since 1948." 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 a clearly stated business identity, visible credibility markers and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and partial sitemap and link coverage.

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

Industry · construction
Last scored · Aug 1, 2026
Employees · 1-10

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

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

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

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 6/10, Leo J Roth 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 Leo J Roth: Home & Living

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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/leojroth

Cite this score: Engagemii (2026). "AEO Score for Leo J Roth." Retrieved from https://engagemii.com/aeo/brands/leojroth

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

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