#1,742,364 OF 2,691,613 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-18
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AI Visibility Scorecard
Collin Inc.
collinincorporated.com · Technology
Borderline visible. AI bots can crawl Collin Inc., 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 4 times
Meta AI · Apple Intelligence
#1,742,364 of 2,691,613 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
17
AI Adoption
iBasic · 17/100
About Collin Inc.
from our crawl and measurement
"Hands-on AI training and consulting for small business owners in Columbus, Ohio. Virtual and in-person one-on-one sessions and group workshops." That is how Collin Inc. of Columbus, OH introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (ProfessionalService, WebSite, Person), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.1/10, Collin Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collin Inc.
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collinincorporated
Cite this score: Engagemii (2026). "AEO Score for Collin Inc.." Retrieved from https://engagemii.com/aeo/brands/collinincorporated
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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