AI Visibility Scorecard
Multi
immunarch.com · Technology
Borderline visible. AI bots can crawl Multi, 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 4 times
Claude · Meta AI
#860,026 of 2,705,505 in Technology for AI visibility
5
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Multi
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.
The 6 signals AI reads
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.
Off-page authority
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.
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 4.2/10, Multi is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
🤔 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
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Multi.
Source & Attribution
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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