AI Visibility Scorecard
Collinnova LLC
collinnova.com · Government & Public Sector
Borderline visible. AI bots can crawl Collinnova LLC, 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 11 times
Meta AI · Claude · Apple Intelligence · ShapBot
#16,343 of 124,279 in Government & Public Sector for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Collinnova LLC
from our crawl and measurement
Collinnova LLC, based in Houston, TX, describes itself simply: "Adrian K. Collins served in U.S. Army Military Intelligence, spent eight years as a Presidential Appointee in the Obama administration, held senior roles at the EPA and the Department of." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (Person, LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Good
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, Collinnova LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collinnova LLC
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Collinnova LLC.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collinnova
Cite this score: Engagemii (2026). "AEO Score for Collinnova LLC." Retrieved from https://engagemii.com/aeo/brands/collinnova
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform