AI Visibility Scorecard
Microfluidic & Diagnostic Product Development
microcdlabs.com · Healthcare
At 2.41/10, Microfluidic & Diagnostic Product Development is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 17 times
Meta AI · Claude · Apple Intelligence · Perplexity
Top 50% in Healthcare for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Healthcare average 11
Top 10% of Healthcare
See what's behind this score →2.41
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
Healthcare average 18
See what's behind this score →0
About Microfluidic & Diagnostic Product Development
from our crawl and measurement
Microfluidic & Diagnostic Product Development, based in Ayer, MA, describes itself simply: "CLAIR is a saliva-based adjunct in development for canine oral-health triage. Built on lab-on-disc centrifugal microfluidics and controlled optical readout." When AI engines look at it, they find little to work with. It scores 2.41 out of 10.
Our crawl found structured data on the page (Organization, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 17 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri).
- Company ·
- Microfluidic & Diagnostic Product Development
- Website ·
- microcdlabs.com
- Industry ·
- Healthcare
- Location ·
- Ayer, MA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.41/10, Microfluidic & Diagnostic Product Development is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Microfluidic & Diagnostic Product Development.
Source & Attribution
Scored by Engagemii on November 9, 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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform