AI Visibility Scorecard
STEMvision™
stemvision.com · Media & Entertainment
Borderline visible. AI bots can crawl STEMvision™, 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
Claude
#787,489 of 1,966,247 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About STEMvision™
from our crawl and measurement
STEMvision™ describes itself simply: "Automate and standardize hematopoietic colony counting of CFU assays using the STEMvision™ bench-top instrument and computer system." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found a readable heading structure. It 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
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.8/10, STEMvision™ is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Use STEMvision™?
INCREASE ACCURACY. Achieve more accurate colony counts than with manual counting. REDUCE VARIATION. Software reduces inter- and intra-individual and laboratory variation in colony counting. SAVE TIME. Standardized software reduces the time it takes to train new students and staff to recognize and count colonies. KEEP TRACK OF YOUR DATA. Culture wells are digitally imaged for permanent record keeping.
Is this your brand?
The exact fixes for STEMvision™
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 portalFree signup unlocks the full article plus your personalized AEO fix list for STEMvision™.
Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stemvision
Cite this score: Engagemii (2026). "AEO Score for STEMvision™." Retrieved from https://engagemii.com/aeo/brands/stemvision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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