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AI Visibility Scorecard
Microfluidic Foundry
microfluidicfoundry.com · mechanical or industrial engineering
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 1 times
Apple Intelligence
#559,248 of 904,095 in Education for AI visibility
4.4
/10
AEO Score
About Microfluidic Foundry
from our crawl and measurement
Microfluidic Foundry describes itself simply: "December 2023Microfluidic Foundry received invitation for MEDALS (Multi-Divisional Engineering, Design, Analysis, Lab-wide Support) Program at Jet Propulsion Laboratory (JPL) of the." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
On the page it is passable on a workable page structure, a few credibility markers and basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow and structured data describing the business.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.4/10, 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
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/microfluidicfoundry
Cite this score: Engagemii (2026). "AEO Score for Microfluidic Foundry." Retrieved from https://engagemii.com/aeo/brands/microfluidicfoundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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