Insitro vs AbCellera
Side-by-side comparison of AI visibility scores, market position, and capabilities
Drug discovery company founded by Daphne Koller integrating ML with high-throughput biology; raised $400M+ to build proprietary biological datasets for predicting drug targets and clinical outcomes in neurology, metabolic, and oncology programs.
About
Insitro is a drug discovery company founded in 2018 by Daphne Koller, a pioneer in machine learning and computational biology, having raised over $400M to build an integrated ML and biology platform. The company generates large-scale biological datasets using automated laboratory systems and human induced pluripotent stem cell models of disease, then trains machine learning models on this data to predict drug targets, patient stratification, and clinical outcomes. Unlike companies that apply ML to existing datasets, Insitro builds proprietary biological datasets specifically designed to train predictive models for drug discovery. The platform is being applied to neurological diseases, metabolic disorders, and oncology with the goal of identifying drug candidates more likely to succeed in clinical trials. Insitro has established partnerships with major pharmaceutical companies including Gilead Sciences and Bristol Myers Squibb to co-develop drugs using the platform. The company represents a model for how ML can be deeply integrated into pharmaceutical R&D rather than applied as a surface-level analytical layer.
Vancouver-based antibody discovery platform with 104+ partner programs; $75M FY2025 revenue. Expanding into wholly owned assets with ABCL635 in Phase 1 for vasomotor symptoms.
About
AbCellera Biologics was founded in 2012 in Vancouver, Canada by Carl Hansen, growing out of research at the University of British Columbia. The company built a high-throughput antibody discovery platform integrating microfluidics, genomics, single-cell sequencing, and AI/ML to rapidly identify therapeutic antibody candidates from natural immune responses. AbCellera played a prominent role in the COVID-19 pandemic by discovering bamlanivimab for Eli Lilly in under 90 days.\n\nAbCellera's partnership model operates on a discovery fee plus downstream milestone and royalty structure, having started over 104 partner-initiated programs with downstream participation as of December 2025. Partners include major pharmaceutical companies and biotechs; the company expanded its collaboration with AbbVie in 2025 to develop T-cell engagers for oncology. Total FY2025 revenue was $75 million ($47M from royalties/licensing, $27M from partnered program work), compared to $29 million in 2024—a dramatic increase driven by royalty flows from approved medicines.\n\nIn 2025 AbCellera began transitioning from pure partnership model toward wholly owned therapeutic assets, with ABCL635 (a GnRH receptor antibody for vasomotor symptoms) entering Phase 1. The company maintains approximately $700 million in liquidity, providing a long runway. AbCellera is considered a foundational infrastructure provider for the antibody-based drug discovery ecosystem.
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