DS
Diwesh Saxena
All research
Technical Brief
Site preview — full paper forthcoming

1 March 2026

Agentic Workflows in Senior-Living Tech

Senior-living operators face staffing pressure and rising resident expectations. Agentic workflows can handle routine requests — dining, maintenance, activities — but vulnerable populations demand stricter trust boundaries than typical B2B SaaS. This brief covers voice-agent architecture, mandatory human escalation for health intents, and audit patterns from OEAT pilot deployments.

Key takeaways

  • Routine vs. sensitive intent routing must be explicit in architecture, not prompt-only.
  • Voice adds latency and accessibility benefits but increases mis-hear risk — always offer human fallback.
  • Audit logs of every agent action build operator trust and support compliance reviews.
  • Never auto-resolve health-related intents without human review.

Abstract

Voice and AI agents in resident services — design patterns, failure modes, and trust considerations for vulnerable populations.

Related case studies

Full Zenodo link will be added when the paper is published.