Side-by-side comparison of AI visibility scores, market position, and capabilities
Healthcare price transparency API and data infrastructure for CMS compliance; $1.2M monthly revenue at 8 people from YC W21 normalizing hospital and insurer rate files for health plans and employers.
Serif Health is a Los Angeles-based healthcare price transparency infrastructure company providing APIs and data products that power hospital rate search, insurance network intelligence, and CMS compliance analytics — helping health plans, self-funded employers, TPAs (third-party administrators), and data analytics firms navigate the complex requirements of the CMS Price Transparency and Transparency in Coverage rules that mandate hospitals and insurers to publish machine-readable pricing files. Founded in 2020 and a Y Combinator W21 graduate, Serif raised $2.52 million from 1984 Ventures and angel investors, achieving $1.2 million in monthly revenue as of December 2024 with an 8-person team.
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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