AI Visibility Scorecard
Collin Donnell
collindonnell.com · Media & Entertainment
Somewhat visible. AI bots can read Collin Donnell, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#263,987 of 1,964,804 in Media & Entertainment for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Collin Donnell
from our crawl and measurement
Collin Donnell describes itself simply: "Freelance software developer from Portland, Oregon." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including Meta AI and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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
Good
Forum and community discussion.
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 5.6/10, Collin Donnell has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What if Humanity?
For most, LLMs are useful for two things. As a search engine, or to work out your own ideas. Other than those, they can be actively harmful — using them for medical advice or therapy. Everyone seems to hate half-baked AI features infecting everything they use. Who likes it are executives. These ghouls hope that it will somehow let them fire and replace people. It’s clearly not to that level yet.
Is this your brand?
The exact fixes for Collin Donnell
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 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collindonnell
Cite this score: Engagemii (2026). "AEO Score for Collin Donnell." Retrieved from https://engagemii.com/aeo/brands/collindonnell
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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