AI Visibility Scorecard
johnsmechanical.com · Home & Living
Borderline visible. AI bots can crawl John's Mechanical Services, 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 5 times
Claude · Apple Intelligence · ChatGPT · Meta AI
#812,346 of 1,377,896 in Home & Living for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"We thoroughly screen all employees ensuring they pass a background check and drug test before they join our team." That is how John's Mechanical Services of Marion, IL introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 3.6/10, John's Mechanical Services is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Choose Us?
At John's Mechanical Services, we strive to set the highest standards in our industry. We thoroughly screen all employees ensuring they pass a background check and drug test before they join our team. We only employ technicians with the certifications and expertise necessary to do every install and service repair; and do it very well. Locally Owned & Operated.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnsmechanical
Cite this score: Engagemii (2026). "AEO Score for John's Mechanical Services." Retrieved from https://engagemii.com/aeo/brands/johnsmechanical
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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