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AI Visibility Scorecard
John Boyd Heating and Cooling
johnboydhvac.com · Beauty & Personal Care
Somewhat visible. AI bots can read John Boyd Heating and Cooling, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Apple Intelligence
#18,719 of 194,239 in Beauty & Personal Care for AI visibility
5.6
/10
AEO Score
About John Boyd Heating and Cooling
from our crawl and measurement
"If you couldn’t tell already, we’re a small, family run operation serving homes and businesses in Waynesville, Springboro, Lebanon, Wilmington and the surrounding areas.I’ve been working in." That is how John Boyd Heating and Cooling introduces itself. Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
5
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
7
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.6/10, John Boyd Heating and Cooling has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Boyd Heating and Cooling
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnboydhvac
Cite this score: Engagemii (2026). "AEO Score for John Boyd Heating and Cooling." Retrieved from https://engagemii.com/aeo/brands/johnboydhvac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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