Isomorphic Labs vs Veeva Systems
Side-by-side comparison of AI visibility scores, market position, and capabilities
Alphabet/DeepMind drug discovery spinoff raised $600M from Thrive Capital; Drug Design Engine doubled AlphaFold3 accuracy for molecular design; partnering with major pharma;
About
Isomorphic Labs is an Alphabet company spun out of Google DeepMind to apply AI to the full drug discovery pipeline, from target identification through molecular design and clinical candidate selection. Founded in 2021 under CEO Demis Hassabis's vision of using AI to accelerate medicine, Isomorphic operates with the scientific resources and computational infrastructure of DeepMind while functioning as a standalone drug discovery organization. The company's founding mission is to use AI not merely as a tool to assist drug hunters, but as the primary engine of drug design — replacing the slow, expensive, and largely empirical process of traditional medicinal chemistry with AI-directed molecular engineering.\n\nIsomorphic's core platform is the Drug Design Engine, a proprietary AI system built on top of AlphaFold architecture. The Drug Design Engine has achieved landmark performance results, reportedly doubling the accuracy of AlphaFold3 at predicting how small molecules bind to their protein targets — the fundamental problem in structure-based drug design. This capability enables Isomorphic to computationally design molecules predicted to bind their targets with far greater precision than conventional methods, potentially eliminating many of the expensive iterative cycles that make drug development so slow. The company has also established major pharma partnerships with Eli Lilly and Novartis to co-develop drug candidates across multiple therapeutic areas.\n\nIsomorphic raised $600M from Thrive Capital in 2024–2025, bringing substantial private capital alongside its Alphabet backing to accelerate pipeline development. As of 2026, the company is preparing for its first clinical trials — a critical milestone that will test whether its computational drug design predictions translate into human efficacy. With AlphaFold-derived technology at its core, partnerships with two of the world's largest pharmaceutical companies, and over half a billion in funding, Isomorphic Labs represents the most credentialed and well-resourced pure-play AI drug discovery company in existence.
Veeva Systems (VEEV) reported $2.7B revenue in FY2025, up 14% YoY. #1 cloud platform for life sciences. ~8,000 employees. HQ: Pleasanton, CA. Market cap ~$40B.
About
Veeva Systems Inc. is the leading cloud software provider for the global life sciences industry, headquartered in Pleasanton, California. Founded in 2007 by Peter Gassner (a former Salesforce executive) and Matt Wallach, Veeva built its platform on Salesforce and later developed its own Vault cloud infrastructure. The company became a public benefit corporation (PBC) in 2021. Veeva reported revenues of $2.7B in fiscal year 2025 (ending January 2025), up 14% year-over-year, with a market capitalization of approximately $40B.
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