AI Visibility Scorecard
Ben Collinson’s Portfolio
bencollinson.com · Technology
Borderline visible. AI bots can crawl Ben Collinson’s Portfolio, 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
Claude · Apple Intelligence · ShapBot
#2,265,832 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Ben Collinson’s Portfolio
from our crawl and measurement
Ben Collinson’s Portfolio is a business whose own site puts it this way: "I am an aspiring Game Developer with a Bachelors of Science in Games and Simulation with minors and Computer Science and Art History from Miami University in Oxford Ohio." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.5/10, Ben Collinson’s Portfolio is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Ben Collinson’s Portfolio
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bencollinson
Cite this score: Engagemii (2026). "AEO Score for Ben Collinson’s Portfolio." Retrieved from https://engagemii.com/aeo/brands/bencollinson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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