Case Study Coming soon

Grace — Production AI Patient Outreach at Scale

A fully automated AI system that calls and texts patients to check on their wellbeing, scores every conversation in real time for clinical risk, and hands off patients-in-need to live staff — operating under HIPAA and clinical-safety constraints from day one.

Client ChenMed LLC
Role Principal Architect
Period 2024 – Present
Scale Thousands of patient conversations daily · Voice + SMS · Regulated clinical environment

Most AI demos never reach production. Grace did — calling and texting real patients in a regulated clinical environment, scoring conversations for clinical risk in real time, and escalating patients who need help to live staff for immediate follow-up.

The full write-up will cover:

  • Designing a novel dialog engine on top of third-party telephony and speech services
  • What clinical-safety constraints actually do to an AI architecture — and why they made the system better
  • Real-time conversational risk scoring and the handoff path to live clinical staff
  • Evolving from voice-only to multi-modal voice + SMS: asynchronous threaded conversations, longer time-to-resolution windows, different pacing
  • Measuring what matters: escalation precision, emergency-room visits prevented, hospital admission rates

Full case study coming soon.


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