Use Case: Early Cancer Detection

The Problem

Cancer detected too late. Data already exists in health records but nobody is looking at it systematically.

What It Took

Data mapping. Understanding what fields exist. Building ML pipelines. Defining success before writing code.

The first thing we did was not build a model. It was map the data.

3 to 7

Team of 3 delivering what took 7

with better outcomes