Side-by-side comparison of AI visibility scores, market position, and capabilities
US YC W21 protein conjugation technology for homogeneous ADCs and biologics at $9.1M total ($2.35M seed May 2024 LongeVC/Caffeinated) and $750K revenue Jun 2025; MPC platform competing with Ajinomoto and Abzena for precise ADC conjugation services.
Catena Biosciences is a United States-based biotechnology company — backed by Y Combinator (W21) with $9.1 million in total funding including a $2.35 million seed round in May 2024 from LongeVC, CA Innovation Fund, Civilization Ventures, Pioneer Fund, Freeflow Ventures, Caffeinated Capital, and BrightEdge Capital, plus NIH SBIR grants — developing next-generation protein conjugation technology that enables the rapid, selective attachment of functional payloads (drugs, labels, polymers, other proteins) to therapeutic proteins using natural amino acids as conjugation handles, generating $750,000 in annual revenue as of June 2025 and serving pharmaceutical companies and researchers developing antibody-drug conjugates (ADCs), bispecific antibodies, vaccine adjuvants, and next-generation protein therapeutics for autoimmune disorders, oncology, and infectious disease.
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.
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.
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