AI Visibility Scorecard
Atom & Bits
atomandbits.com · Healthcare
Borderline visible. AI bots can crawl Atom & Bits, 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 6 times
Meta AI · Claude
#236,096 of 924,420 in Healthcare for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Atom & Bits
from our crawl and measurement
"15 years building products for health systems, insurers and fintech. Founder of TheraMatch (acquired by TPN.health)." That is how Atom & Bits introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (ProfessionalService, Person, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
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
Weak
No inbound links found yet.
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 4/10, Atom & Bits is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where should we start?
Most people come to me with one of two problems. Pick the one that sounds like yours. Founders and operators Grow without outrunning the people who deliver the work. Demand can arrive faster than intake, onboarding or billing can absorb it. I help you find what’s really slowing things down, decide what to build, and lead the work as an advisor or fractional CTO.
What’s waiting on the next step?
Maybe it’s a sticky note or spreadsheet running something important, an AI project stuck in review, or a decision you keep coming back to. Tell me what has made the next step hard. I’ll read it myself and reply within two business days.
Is this your brand?
The exact fixes for Atom & Bits
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Atom & Bits.
Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/atomandbits
Cite this score: Engagemii (2026). "AEO Score for Atom & Bits." Retrieved from https://engagemii.com/aeo/brands/atomandbits
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform