AI Visibility Scorecard
SeqFirst
seqfirst.org · Healthcare
Somewhat visible. AI bots can read SeqFirst, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude
#230,319 of 923,684 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About SeqFirst
from our crawl and measurement
SeqFirst is a business whose own site puts it this way: "Increasing access to a precise genetic diagnosis." 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 structured data on the page (Article), a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.
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
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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
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 5.3/10, SeqFirst has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is SeqFirst?
SeqFirst is a research study. We want to know if doing a genetic test called “whole genome sequencing” as soon as a child is found to have a health condition is more useful than standard testing and referral to specialists.
What is a precise genetic diagnosis?
If someone has a precise genetic diagnosis, it means that they have specific genetic differences that explain their health condition. Finding a precise genetic diagnosis for a child can help to plan for their future needs and take advantage of new treatments.
Is this your brand?
The exact fixes for SeqFirst
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/seqfirst-org
Cite this score: Engagemii (2026). "AEO Score for SeqFirst." Retrieved from https://engagemii.com/aeo/brands/seqfirst-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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