Full rollout – dynamic credit limits, NLP dispute triage, omnichannel bots.
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
Develop ML propensity model on historical payments; validate A/B test on one region. Full rollout – dynamic credit limits, NLP dispute