CEO Spotlight Interview

Turning Unstructured Clinical Data into Labeled Data Sets, Pre-Appointment Checklists & Case Summaries

Christopher Lee, Fourier

Share your background and the story behind starting your company:

Previously, I built and sold an expert medical opinion business where I collected a TON of complex, voluminous records. To make the process more seamless for our expert physicians, we had a separate network of junior staff who would reconcile and summarize the collected records into a more digestible format. With the advent of LLMs, I realized that this, in itself, was a much bigger opportunity. The process that goes into creating a complex clinical deliverable…is the product missing across the healthcare LLM tech stack. We have the vision to be the leading RL environment and source of contextual healthcare data.

“We have the vision to be the leading RL environment and source of contextual healthcare data.”

“We achieve an average F1 > 0.96 across all clinical tasks.”

What problems are you solving, and how do you provide value to your customers?

To providers: Operational lift and OpEx. On average, we save 45-60 mins of clinical and admin time per patient. We find critical missing info in 77% of all patients. We at minimum demonstrate a 4:1 hard-dollar ROI. LLM Benchmarking: We are 20-30x higher performing than all frontier models. We are even 3.5x more accurate than human clinicians on the same tasks. We achieve an average F1 > 0.96 across all clinical tasks.

What did you enjoy most about collaborating with Tau Ventures?

Two things. 1) Tau is always reliable to help you with some of your most hairy problems. You never know where a quick text you fire off can lead you. 2) The network and connectivity is crazy, and I am very grateful to be in it!