I built ACWIS, an AI system at the meeting point of economics, causal inference, and health systems. The aim is simple: scarce clinicians are too often placed by ranking or habit, when the data and methods now exist to place them by measured benefit. This page explains the system in plain terms and shows it running on real, public data, and invites honest, expert feedback from the people who know these systems best. If you see something wrong, I want to hear it.
Share your feedbackCare looks different across the world, and so do the gaps.
ACWIS is built to work in very different health systems, from well-resourced hospitals to clinics that run on a single nurse. The goal is the same everywhere: get skilled hands to the people who need them.
Frontline clinician
In the operating room
The care team
Decisions with dataPhotographs illustrate roles and settings, not specific countries. Free images via Unsplash; studio portraits separately licensed.