Side-by-side comparison of AI visibility scores, market position, and capabilities
SF YC S23 doctor booking with upfront cost guarantees via ML price prediction; $2.3M Pacific 8/YC seed Dec 2023 solving 57% surprise bills and 38% delayed care competing with Zocdoc for healthcare price transparency booking.
Certainly Health is a San Francisco-based healthcare price transparency marketplace — backed by Y Combinator (S23) with $2.3 million in seed funding in December 2023 from Pacific 8 Ventures, Y Combinator, institutional investors, and angels — providing patients with a doctor booking platform that shows upfront out-of-pocket costs using machine learning to predict and guarantee healthcare spending before appointments, addressing the surprise medical bill crisis where 57% of Americans have received unexpected bills and 38% delay care due to cost uncertainty. Founded in 2023 by Daryl Sew and Kevin Chiu (Stanford graduate, former Uber engineer, and Uber Health founding member who grew that program to $100 million in 2 years), Certainly Health enables patients with insurance to book doctors while seeing the actual cost they will owe — not the sticker price.
Boston AI GPCR drug discovery with $1.3B Eli Lilly collaboration Aug 2025 for obesity/cardiometabolic; $158M total ($120M RA Capital/Insight/NVIDIA/Lilly Series A Sep 2024) with MC4R obesity program advancing to IND competing with Relay Therapeutics.
Superluminal Medicines is a Boston-based biotechnology company — backed with approximately $158 million in total funding including a $33 million seed in 2023 and a $120 million Series A in September 2024 led by RA Capital Management with Insight Partners, NVIDIA's NVentures, and Eli Lilly — developing AI-driven small molecule drugs targeting G protein-coupled receptors (GPCRs), combining artificial intelligence, protein dynamics simulation, and structural biology to discover drugs for 70% of GPCRs that currently remain "undruggable" despite GPCRs representing the target class for approximately 35% of all FDA-approved drugs. In August 2025, Superluminal secured a landmark $1.3 billion collaboration agreement with Eli Lilly to discover small molecule therapeutics for obesity and cardiometabolic diseases, and is advancing its lead internal MC4R agonist program (for obesity treatment) toward IND-enabling studies with human trials expected Q4 2026. Founded in 2022.
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