The Problem
Atlas had a research-grade model with impressive accuracy and an inference pipeline that took eleven minutes per study.
No clinician was going to wait eleven minutes.
Our Approach
We distilled the model to a half-precision ONNX runtime, rebuilt the DICOM ingest as a streaming pipeline, and designed a review UI that surfaces model uncertainty as a first-class citizen — because "90% confident" is not the same as "yes."
The Outcome
Sub-two-second inference on commodity GPUs, 94% clinician agreement on the validation set, and a clean submission package that impressed the regulatory reviewers enough to accelerate the intake timeline.