#2,160,713 OF 2,701,012 IN TECHNOLOGY
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AI Visibility Scorecard
Capability Lab — AI Systems That Do Real Work
newcapability.com · Technology
Borderline visible. AI bots can crawl Capability Lab — AI Systems That Do Real Work, 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 1 times
Claude
#2,160,713 of 2,701,012 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About Capability Lab — AI Systems That Do Real Work
from our crawl and measurement
"Capability Lab is where working AI systems get built, tested, and shared. Experiments, operators, and behind-the-scenes from real AI system building." That is how Capability Lab AI Systems That Do Real Work introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
The site is missing structured data describing the business, an llms.txt file 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
Weak
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
Fair
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 3.1/10, Capability Lab — AI Systems That Do Real Work is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Capability Lab — AI Systems That Do Real Work
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/newcapability
Cite this score: Engagemii (2026). "AEO Score for Capability Lab — AI Systems That Do Real Work." Retrieved from https://engagemii.com/aeo/brands/newcapability
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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