AI Visibility Scorecard
FOUND design collaborative
founddesignlab.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl FOUND design collaborative, 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 8 times
Amazon Alexa · Claude · Meta AI · Apple Intelligence
#126,000 of 268,060 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About FOUND design collaborative
from our crawl and measurement
"FOUND design collaborative helps companies create innovative, beautifully made products that elevate brands and define categories." That is how FOUND design collaborative of New York, NY introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness, ProfessionalService) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
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 4.7/10, FOUND design collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FOUND design collaborative
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/founddesignlab
Cite this score: Engagemii (2026). "AEO Score for FOUND design collaborative." Retrieved from https://engagemii.com/aeo/brands/founddesignlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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