▲ 0.7 since Jun 2026
#348,028 OF 2,703,643 IN TECHNOLOGY
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AI Visibility Scorecard
immunarch.com · Technology
Somewhat visible. AI bots can read Multi, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#348,028 of 2,703,643 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
from our crawl and measurement
Multi is a business whose own site puts it this way: "A comprehensive analytics framework for building reproducible pipelines on T-cell and B-cell immune receptor repertoire data." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places, missing in others.
Our crawl found a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 5.7/10, Multi has a working base to build on - fixable, and the signals above are where to start.
🤔 Why immunarch?
As immune repertoire sequencing becomes a mainstream technology, adopted by major platforms and integrated into more translational and clinical workflows, tooling expectations are changing rapidly. The pace of innovation and data growth sometimes outstrips what even the most dedicated tool developers can deliver. That’s why it’s the perfect moment to step back and rethink how and why we analyze AIRR data.
Is this your brand?
The exact fixes for Multi
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/immunarch
Cite this score: Engagemii (2026). "AEO Score for Multi." Retrieved from https://engagemii.com/aeo/brands/immunarch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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