Smart outbound & multi-turn understanding
Build an LLM-based outbound system with multi-turn dialogue and key-field verification to reduce repetitive dialing load.
Healthcare - AI smart outbound calling
Built an AI outbound system for a leading healthcare firm: multi-turn dialogue, verification, ticket routing, and deep CRM / scheduling integration — moving follow-ups and appointment reminders from manual volume to operable process.
Challenge
Large-scale follow-up and reminders hard to cover manually
For large-scale patient follow-up and appointment reminders, human outbound was costly and coverage / response timeliness were hard to guarantee. The business needed scalable reach while keeping human review for complex cases.
Approach
LLM outbound → ticket flow → systems integration
Automatic ticket routing
Route verified results and exceptions into tickets with clear human takeover — so context isn’t lost when the call ends.
CRM & scheduling integration
Integrate deeply with CRM and scheduling so outbound cadence aligns with agent capacity and follow-up plans.
Outcome
Operable smart-outbound capability
- Outbound coverage efficiency and response consistency improved materially (qualitative; client metrics confidential).
- Human agents freed for higher-value complex cases and review.
- Presented with client authorization and anonymization — no public client name or unauthorized ROI figures.
Capabilities
- AI consulting
- AI-powered customer service
- Integration & delivery
MICROFACTOR