AI visibility score
4.1/ 10Fair

▲ 0.1 since Jun 2026

#1,807,933 of 2,707,520 in Technology

As of 2026-07-30 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

MMS

MMS

Unclaimed
⚠ Identity mismatch

fluidmems.com · Technology

Borderline visible. AI bots can crawl MMS, 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 6 times

Claude · Apple Intelligence · Meta AI

#1,807,933 of 2,707,520 in Technology for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

10

AI Adoption

i

Basic · 10/100

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About MMS

from our crawl and measurement

MMS is a business whose own site puts it this way: "The built-in deep learning algorithm automatically identifies only good quality single cells for dispensing based on cell morphology, ensuring a higher clonal recovery rate." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.

On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2016.

Industry · Technology
Last scored · Jul 30, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Good

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

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 4.1/10, MMS is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for MMS: How-To

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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for MMS.

Source & Attribution

Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/fluidmems

Cite this score: Engagemii (2026). "AEO Score for MMS." Retrieved from https://engagemii.com/aeo/brands/fluidmems

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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