Population intelligence: scaling what works

Sep 3, 2025

From one success to thousands.

Every verified action updates two things: the member’s profile and our population model. We reuse those learnings to help the next person faster.

Signals we capture.

  • Preferences and constraints (timing, channel, cost sensitivity)

  • Tactic effectiveness (which prompt, which step size)

  • Tool impact (which helper unblocked which task)

How it shows up.

New members start with smarter defaults. Missions pick better steps and tools. Prompts arrive at proven times for that segment.

Partners benefit.

Clinical teams and vendors see what’s working downstream of their workflows. Documentation, care management, and service tools all get more valuable when their plans translate into verified action.