Medtech developer

stage 1 · 14 wks

A product around the algorithm, integrated with the HIS

DevelopmentSecurityInfrastructure

Task

The first version of the algorithm had no product around it: no clinician interface, no path into the HIS, no clearance for the perimeter. We worked through the medical formats — CT, MRI, X-ray — and the internals of several HIS platforms. We built patient-data handling to meet the secured perimeter’s requirements.

Result

The algorithm runs inside the HIS and is cleared into the hospital’s secured perimeter. The clinician sees the result where they already work.

stage 2 · 8 wks

Models, MLOps and a team in the hospital

AIDevelopment

Task

Refined the algorithm and retrained the models on the hospital’s data. Set up the MLOps pipeline: data → training → rollout → quality checks. Built the team and the forward-deployed-engineer processes — engineers working next to clinicians.

Result

Model updates ship through the pipeline, not by hand. The hospital’s team was hired through our search — some of the engineers work on site: supporting the tool and studying how clinicians use it.