AI Visibility Scorecard
4D4 Labs
4d4games.com · Technology
Somewhat visible. AI bots can read 4D4 Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#323,524 of 2,704,685 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About 4D4 Labs
from our crawl and measurement
4D4 Labs is a Cleveland, OH business whose own site puts it this way: "Small business websites, care plans, and practical automation. Built and maintained by one engineer in Cleveland, Ohio." 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 structured data on the page (LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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 5.6/10, 4D4 Labs has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Which one sounds like you?
"I need a website. Or the one I have is a mess." I design it, write it with you, host it, and keep it current - so it never becomes the thing you avoid thinking about.
Is your website wrong right now?
The hours are stale. The menu PDF is two summers old. The "special" left the kitchen in March. That's not neglect. Most small business sites can only be updated by hand, and nobody has time for that. I build sites that keep themselves current. Whatever's left, you text me and it's done. Recent work
Is this your brand?
The exact fixes for 4D4 Labs
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4d4games
Cite this score: Engagemii (2026). "AEO Score for 4D4 Labs." Retrieved from https://engagemii.com/aeo/brands/4d4games
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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