Solutions
Collections automation grounded in explainable distress JSON
Wire distress outputs into CRM and dialer workflows — patterns for collections leaders automating without being predatory.
Automation in collections backfires when customers feel scored unfairly. Distress endpoints include narrative context so agents lead with explanation, not intimidation — while still giving ops structured flags for routing.
Ethical routing rules
Combine distress with AR aging so you prioritize accounts with both liquidity tension and overdue concentration — not just overdue alone.
Cap automated outreach frequency when distress spikes repeatedly in short windows — customers may be resolving one-time shocks.
Agent coaching
Surface narrative bullets in CRM next to call scripts so agents explain what the model saw. Record which JSON snapshot backed each contact for complaints and regulator inquiries.
Human-in-the-loop thresholds
Require manager approval for auto-dialer queues when distress crosses configurable levels or when accounts have active hardship programs.
Fair lending and UDAAP
Document that distress inputs are not protected-class proxies. Run periodic bias reviews on outcomes versus control groups your compliance team defines.
FAQ
- Can we use distress as the only trigger for legal?
- Treat distress as one signal among many. Align with counsel on permissible purposes, retention, and adverse action analogs before automating high-impact workflows.