▼ 0.9 since Jul 2026
#1,745,361 OF 2,696,915 IN TECHNOLOGY
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AI Visibility Scorecard
Quantivum — Scientific Software & Lab Automation
quantivum.com · Technology
Borderline visible. AI bots can crawl Quantivum — Scientific Software & Lab Automation, 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
#1,745,361 of 2,696,915 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Quantivum — Scientific Software & Lab Automation
from our crawl and measurement
"Quantivum builds scientific software, lab databases, and workflow automation for research teams. We build the data systems labs need, from databases and dashboards to reproducible analysis." That is how Quantivum Scientific Software & Lab Automation introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.1/10, Quantivum — Scientific Software & Lab Automation is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Quantivum — Scientific Software & Lab Automation
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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 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/quantivum
Cite this score: Engagemii (2026). "AEO Score for Quantivum — Scientific Software & Lab Automation." Retrieved from https://engagemii.com/aeo/brands/quantivum
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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