An AI system for health-workforce decisions

Send health workers where they help the most.

Health systems never have enough doctors and nurses to go everywhere. ACWIS helps answer one question well: given a fixed budget, where should the next clinician go so the most people gain care? It predicts where shortages will grow, measures where an extra clinician makes the biggest real difference, and turns that into a clear, explainable plan.

Every figure on this site is computed from real, public, cited data.
A doctor in a white coat with a stethoscope, arms crossed
63%
of U.S. primary-care shortage areas are rural, where doctors are least likely to practise
HRSA, 2025
What it does

Three jobs, in plain terms.

Most tools stop at a dashboard that shows where things look bad. ACWIS goes two steps further: it works out where help actually changes outcomes, and then where to put a limited budget.

Predict

It forecasts where shortages of doctors and nurses will deepen next, place by place.

Like a weather forecast, but for gaps in care.

Prove

It measures where adding a clinician truly improves access, not just where numbers happen to move together.

Cause and effect, not just correlation.

Place

It spreads a fixed budget across places to help the most people, and explains every choice.

The most care per dollar, shown clearly.
Why it matters
8,467
U.S. primary-care shortage areas, at the end of 2025
92M
people living inside them
86k
projected U.S. physician shortfall by 2036 (AAMC, 2024)
~10M
health workers the world will lack by 2030 (WHO)

Sources: HRSA Designated HPSA Quarterly Summary, data as of 31 Dec 2025; AAMC, The Complexities of Physician Supply and Demand, 2024; WHO, Health Workforce.

Explore

Take it one page at a time.

Each page covers one part of the story, so you can go straight to what interests you.

A surgical team at work in an operating room
The next clinician, and the next unit of budget, should go where the evidence shows it does the most good, not where a ranking or a negotiation happens to point.
The idea behind ACWIS.