AI Visibility Scorecard
Jim Strandlund
inspectorgeothermal.com · Education
Borderline visible. AI bots can crawl Jim Strandlund, 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 2 times
Claude · ChatGPT
#750,391 of 937,653 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Jim Strandlund
from our crawl and measurement
Jim Strandlund describes itself simply: "Working in the HVACR Industry since 1980 and working with Geothermal since 1996. • The case for expanding beneficial electrification with ground source heat…." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Under the hood there is structured data on the page (WebSite, WebPage, Organization) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
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 3.8/10, Jim Strandlund is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Jim Strandlund
Which AI engines already crawl you
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/inspectorgeothermal
Cite this score: Engagemii (2026). "AEO Score for Jim Strandlund." Retrieved from https://engagemii.com/aeo/brands/inspectorgeothermal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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