AI visibility score
4.1/ 10Fair

▲ 0.1 since Jun 2026

#669,785 of 937,045 in Education

As of 2026-08-08 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Colonel Ronald D. Ray

Colonel Ronald D. Ray

Unclaimed

colronray.com · Education

Borderline visible. AI bots can crawl Colonel Ronald D. 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 8 times

Meta AI · Apple Intelligence · Claude

#669,785 of 937,045 in Education for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Colonel Ronald D. Ray

from our crawl and measurement

"During World War ll, his father joined the Navy serving as a pharmacist mate and Josephine and their young son moved to Louisville to be close to her mother in the Germantown area." That is how Colonel Ronald D. Ray introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited 3 times in our tracking, including Applebot (Siri).

Industry · Education
Last scored · Aug 8, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

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

Fair

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 4.1/10, Colonel Ronald D. Ray is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Colonel Ronald D. Ray: How-To

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/colronray

Cite this score: Engagemii (2026). "AEO Score for Colonel Ronald D. Ray." Retrieved from https://engagemii.com/aeo/brands/colronray

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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