AI Visibility Scorecard
Crab Fragment Labs
cheapass.com · Media & Entertainment
Somewhat visible. AI bots can read Crab Fragment Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#222,256 of 1,964,804 in Media & Entertainment for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About Crab Fragment Labs
from our crawl and measurement
Crab Fragment Labs describes itself simply: "Crab Fragment Labs is a design studio featuring the games of James Ernest." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness) 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
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
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 5.7/10, Crab Fragment Labs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Crab Fragment Labs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Crab Fragment Labs.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cheapass
Cite this score: Engagemii (2026). "AEO Score for Crab Fragment Labs." Retrieved from https://engagemii.com/aeo/brands/cheapass
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