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AI Visibility Scorecard
Pinion Immunotherapeutics
arv-tech.com · Technology
Somewhat visible. AI bots can read Pinion Immunotherapeutics, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#770,724 of 2,623,115 in Technology for AI visibility
5.1
/10
AEO Score
About Pinion Immunotherapeutics
from our crawl and measurement
Pinion Immunotherapeutics is a business whose own site puts it this way: "Its proprietary AI-driven mRNA platform generates immunotherapies targeting HPV-related precancer, AML, EBV, and HSV, designed to activate CD8⁺ T cells while inducing virus-neutralizing." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.1/10, Pinion Immunotherapeutics has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pinion Immunotherapeutics
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/arv-tech
Cite this score: Engagemii (2026). "AEO Score for Pinion Immunotherapeutics." Retrieved from https://engagemii.com/aeo/brands/arv-tech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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