AI Visibility Scorecard
John Ray and Sons
johnrayandsons.com · Home & Living
Borderline visible. AI bots can crawl John Ray and Sons, 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
#227,541 of 1,378,325 in Home & Living for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Home & Living average 5
Top 14% of Home & Living
See what's behind this score →4
-
Network Authority
iNot connected yet
Home & Living average 0.0
0 relationships · Home & Living average 2
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Home & Living average 21
See what's behind this score →?
About John Ray and Sons
from johnrayandsons.com
John Ray & Sons - home comfort products & services you can count on. We have been providing energy services to Capital Region families and businesses for over eleven decades.
- Company ·
- John Ray and Sons
- Website ·
- johnrayandsons.com
- Industry ·
- Home & Living
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 7, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 read your site and name it in answers. At 4/10, John Ray and Sons is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for John Ray and Sons
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on September 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnrayandsons
Cite this score: Engagemii (2026). "AEO Score for John Ray and Sons." Retrieved from https://engagemii.com/aeo/brands/johnrayandsons
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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