Qualified Health vs Moderna

Side-by-side comparison of AI visibility scores, market position, and capabilities

Moderna leads in AI visibility (90 vs 52)
Qualified Health logo

Qualified Health

ChallengerHealthcare Tech

Enterprise Health System AI

Enterprise AI for health systems; raised $125M Series B (NEA + Anthropic fund, March 2026); 500K+ users; AI agents covering ~7% of US hospital revenue; integrates with existing EHR systems

AI VisibilityBeta
Overall Score
C52
Category Rank
#316 of 596
AI Consensus
74%
Trend
stable
Per Platform
ChatGPT
48
Perplexity
56
Gemini
48

About

Qualified Health is an enterprise AI company building intelligent systems for large health systems and hospital networks. Founded to address the complexity of clinical and operational decision-making in healthcare, the company develops AI agents that assist clinicians, administrators, and care teams with data-intensive workflows. Its platform is designed to integrate with existing electronic health record systems and enterprise infrastructure, enabling health systems to deploy AI without replacing legacy technology.\n\nThe company targets enterprise health systems — specifically the largest hospital networks in the United States — with AI tools that span clinical decision support, administrative automation, and patient engagement. Qualified Health emphasizes safety, compliance, and interpretability in its models, which is critical for adoption in regulated healthcare settings. The platform is built to handle the scale and data sensitivity requirements of organizations managing hundreds of thousands of patients.\n\nQualified Health raised a $125M Series B led by NEA and backed by the Anthropic fund, signaling strong confidence from both traditional healthcare investors and AI-native institutional backers. The company has grown to 500,000+ users and its platform now touches approximately 7% of total US hospital revenue — a remarkable reach for a relatively young company. As of early 2026, Qualified Health is one of the best-capitalized enterprise health AI startups in the market.

Full profile
Moderna logo

Moderna

LeaderHealthcare Tech

Enterprise

mRNA pioneer with $3.2B FY2024 revenue (down from $18.4B 2022 COVID peak); mRESVIA RSV vaccine approved 2024; personalized cancer vaccine with Merck shows 44% recurrence reduction in melanoma.

AI VisibilityBeta
Overall Score
A90
Category Rank
#2 of 596
AI Consensus
83%
Trend
stable
Per Platform
ChatGPT
92
Perplexity
93
Gemini
89

About

Moderna is a clinical-stage biotechnology company that pioneered the development of messenger RNA (mRNA) therapeutics and vaccines, founded in 2010 by Noubar Afeyan, Robert Langer, Kenneth Chien, Stéphane Bancel, and others in Cambridge, Massachusetts, where it is headquartered and trades on Nasdaq (MRNA). The company achieved extraordinary commercial success with Spikevax, its COVID-19 mRNA vaccine developed in partnership with the U.S. government in 2020—generating $18.4 billion in COVID vaccine revenues in 2022 at peak—before experiencing a severe revenue decline as global COVID booster demand normalized. For FY2024, Moderna generated approximately $3.2 billion in revenues, with Spikevax and the reformulated XBB.1.5-targeting COVID vaccine contributing the majority, while the company's significant R&D investment pipeline consumed most operating cash flows.

Full profile

AI Visibility Head-to-Head

52
Overall Score
90
#316
Category Rank
#2
74
AI Consensus
83
stable
Trend
stable
48
ChatGPT
92
56
Perplexity
93
48
Gemini
89
55
Claude
96
56
Grok
95

Key Details

Category
Enterprise Health System AI
Enterprise
Tier
Challenger
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Qualified Health
Enterprise Health System AI

Integrations

Only Moderna
Moderna is classified as company.

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