#59,210 OF 261,552 IN MANUFACTURING & INDUSTRIAL
SCORE HISTORY BEGINS 2026-07-24
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AI Visibility Scorecard
Microfluidic & Diagnostic Product Development
microcdlabs.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Microfluidic & Diagnostic Product Development, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Apple Intelligence · Claude
#59,210 of 261,552 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About Microfluidic & Diagnostic Product Development
from our crawl and measurement
Microfluidic & Diagnostic Product Development, based in Ayer, MA, describes itself simply: "MicroCD Labs helps diagnostic, life-sciences, and laboratory-product teams develop microfluidic systems, cartridges, consumables, prototypes, and practical engineering plans." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, Microfluidic & Diagnostic Product Development has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Microfluidic & Diagnostic Product Development
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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/microcdlabs
Cite this score: Engagemii (2026). "AEO Score for Microfluidic & Diagnostic Product Development." Retrieved from https://engagemii.com/aeo/brands/microcdlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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