Debtors -ongoing- - Version- Build 4.0 Site

Develop ML propensity model on historical payments; validate A/B test on one region.

Continuous learning – weekly model retraining, behavioral segmentation refresh, legal automation. 10. Expected ROI from Build 4.0 Based on industry benchmarks (credit research from FIS, TreviPay, and PwC 2024–2025 data): Debtors -Ongoing- - Version- Build 4.0

| Metric | Improvement | |--------|-------------| | DSO reduction | 15–25% (e.g., from 52 days to 40 days) | | Bad debt write-offs | 30–40% decrease | | Collection cost per dollar | 40–60% reduction (due to automation) | | Customer retention (high-risk) | 20% improvement (via personalized plans) | | Collector productivity | 3x – focus only on complex negotiations | Debtors – Ongoing – Version: Build 4.0 is not merely an upgrade to collections software. It is a strategic finance capability that transforms receivables from a balance sheet liability into a source of customer intelligence and working capital optimization. Develop ML propensity model on historical payments; validate

Full rollout – dynamic credit limits, NLP dispute triage, omnichannel bots. Expected ROI from Build 4