AI Visibility Scorecard
Microfluidic Foundry
berkeleyfoundry.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Microfluidic Foundry, 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 2 times
Claude · Meta AI
#245,718 of 267,466 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Microfluidic Foundry
from our crawl and measurement
"December 2023Microfluidic Foundry received invitation for MEDALS (Multi-Divisional Engineering, Design, Analysis, Lab-wide Support) Program at Jet Propulsion Laboratory (JPL) of the." That is how Microfluidic Foundry introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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, Microfluidic Foundry is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Microfluidic Foundry
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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/berkeleyfoundry
Cite this score: Engagemii (2026). "AEO Score for Microfluidic Foundry." Retrieved from https://engagemii.com/aeo/brands/berkeleyfoundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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