Dassault Systèmes (SIMULIA Living Heart), Siemens Healthineers (digital twin initiatives).
Medidata (Acorn AI), Veeva Systems, Flatiron Health.
Syntegra, MDClone, Gretel.ai.
Unlearn.AI (digital twin clinical trials), Twin Health (metabolic digital twins), Evidation Health.
Physics-informed digital twins that integrate LLMs with simulation produce results grounded in physical laws. Virtual clinical trials generate synthetic data for regulatory submissions, reducing the time and cost that keeps smaller device companies from entering the market. The founder's prior physics engine for robotic surgery (built at a previous YC company) is directly transferable IP.
Using physics-informed synthetic data generation for ML training, LLM-powered regulatory automation, and digital twin simulation for virtual clinical trials.
AI clinical documentation and coding for health systems.
Ambience is turning ambient documentation into a revenue-integrity platform, with enterprise distribution and model loops tied to coding outcomes.
Ambient AI that turns clinician-patient conversations into billable EHR notes.
Deep Epic integration combined with clinician-founder credibility has made Abridge the default ambient scribe for elite US health systems, which is the wedge into the broader clinical AI stack.
Puts primary care on autopilot for value-based care, closing quality gaps inside the EHR.
Value-based care pays providers for outcomes, but most practices still chase quality gaps manually. Beacon Health automates gap closure inside the EHR with a live deployment covering 40,000 patients, which is real traction in a category full of pilots.
Automates the full prior-authorization cycle so medical practices stop losing revenue to denials.
Prior authorization denials cost US medical practices billions annually and the process still involves faxes and phone holds. ClaimGlide automates the full cycle from submission to appeal, and the founder embedded in prior-auth ops at a real clinic before writing a line of code.