AI Visibility Scorecard
J.L. Ray
jlray.com · Home & Living
Borderline visible. AI bots can crawl J.L. Ray, 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 12 times
ChatGPT · Claude · Meta AI · Apple Intelligence
#15,008 of 1,376,032 in Home & Living for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
More likely to be named than 99% of Home & Living companies
4
AEO Visibility
iBorderline · 4.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About J.L. Ray
from our crawl and measurement
J.L. Ray, based in San Clemente, CA, describes itself simply: "Trust J L Ray Roofing for all your roofing needs in Orange County CA. Our skilled contractors provide top-quality repair and maintenance services in San Clemente." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (LocalBusiness) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
AI crawlers have visited the site 6 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
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
Strong
Inbound links from other sites.
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 4.2/10, J.L. Ray is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose J. L. Ray?
One of the most important reasons to choose us is not only our two decades of experience but because we offer the widest array of quality roofing materials to choose from. When we provide an estimate we make sure it is accurate and complete. Our ultimate goal is to give you the highest quality roofing craftsmanship you can get in Orange County, period.
Is this your brand?
The exact fixes for J.L. Ray
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for J.L. Ray.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jlray
Cite this score: Engagemii (2026). "AEO Score for J.L. Ray." Retrieved from https://engagemii.com/aeo/brands/jlray
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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