25 June 2026 · ChaguoAI team

HASH Track II — what we learned

Building contraceptive decision support with clinicians in the loop from day one.

  • Field notes

HASH Track II pushed us to show a working prototype, not a slide deck. We integrated WHO MEC screening, multilingual intake, and a CHW confirmation workflow early because judges — and more importantly, future users — needed to see safety and usability together.

The lesson we carry forward: evidence for AI in family planning will come from instrumented pilots with clear outcomes, not from model metrics alone.

All research notes

Open Source

Repository coming soon

Reproducibility Package

Reproduce our ML results