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AI Visibility Scorecard

Thermal Engineering

Thermal Engineering

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thermalengineeringllc.com · Home & Living

Borderline visible. AI bots can crawl Thermal Engineering, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#535,277 of 813,123 in Home & Living for AI visibility

4

/10

AEO Score

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About Thermal Engineering

from our crawl and measurement

Thermal Engineering is a business whose own site puts it this way: "Thermal Engineering is a Salt Lake City based firm that specializes in Radiant Heating, Snowmelt, and Plumbing Systems." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.

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

Industry · Home & Living
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

0

No inbound links found yet.

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 4/10, Thermal Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Thermal Engineering

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Thermal Engineering: Home & Living

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Source & Attribution

Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Thermal Engineering." Retrieved from https://engagemii.com/aeo/brands/thermalengineeringllc

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

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