McKesson vs Yoneda Labs

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

McKesson leads in AI visibility (79 vs 36)

McKesson

LeaderHealthcare

General

Largest US pharmaceutical distributor with $308.9B FY2024 revenue; thin-margin distribution triopoly with Cencora and Cardinal Health; US Oncology Network (1,700+ oncologists) is highest-margin segment.

AI VisibilityBeta
Overall Score
B79
Category Rank
#60 of 1167
AI Consensus
69%
Trend
stable
Per Platform
ChatGPT
90
Perplexity
85
Gemini
89

About

McKesson Corporation is the largest pharmaceutical distributor in North America and a leading healthcare services company, founded in 1833 in New York City by John McKesson and Charles Olcott and now headquartered in Irving, Texas, trading on NYSE (MCK). The company reported approximately $308.9 billion in revenues for fiscal year 2024 (ending March 31, 2024) under CEO Brian Tyler, making it one of the highest-revenue companies in the United States—though the vast majority of revenues represent pass-through pharmaceutical product costs distributed to approximately 40,000 pharmacies, health systems, and medical providers across North America. McKesson operates through four segments: U.S. Pharmaceutical (the dominant distribution engine), Prescription Technology Solutions (pharmacy benefits technology including CoverMyMeds e-prior authorization), Medical-Surgical Solutions (physician office and extended care medical supply distribution), and International (primarily Canadian distribution through McKesson Canada).

Full profile

Yoneda Labs

EmergingHealthcare

General

AI chemical reaction optimization with 95% accuracy for drug discovery synthesis parameters; $4.5M from Khosla Ventures and YC competing to automate pharmaceutical process chemistry development.

AI VisibilityBeta
Overall Score
D36
Category Rank
#999 of 1167
AI Consensus
53%
Trend
stable
Per Platform
ChatGPT
44
Perplexity
32
Gemini
30

About

Yoneda Labs is a San Francisco-based AI company applying foundation models to automate chemical reaction optimization for drug discovery and pharmaceutical process development — providing chemists with AI systems that determine optimal reaction parameters (temperature, solvent, catalyst, concentration) for new chemical synthesis routes, achieving 95% accuracy in suggesting effective conditions for small-scale trials. Founded in 2023 and backed by Khosla Ventures, 468 Capital, 500 Global, and Y Combinator with $4.5 million raised including a $4 million seed round in April 2024, Yoneda Labs brings mathematical category theory foundations (the name references Yoneda's lemma in category theory) to chemistry AI.

Full profile

AI Visibility Head-to-Head

79
Overall Score
36
#60
Category Rank
#999
69
AI Consensus
53
stable
Trend
stable
90
ChatGPT
44
85
Perplexity
32
89
Gemini
30
77
Claude
47
84
Grok
33

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