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| Phase | Duration | Deliverable | |-------|----------|--------------| | 0 – Data preparation | 1 week | Export rental logs, clean behavior data | | 1 – ML model MVP | 2 weeks | Predictor with 80% accuracy (offline test) | | 2 – Cart integration | 1 week | API + frontend widget | | 3 – Extension & reminders | 1 week | Toggle, email, one‑click extend | | 4 – Grace logic & credits | 1 week | “Almost late” offer + forgiveness tracking | | 5 – Beta test | 2 weeks | 5% users, iterate on UX | | 6 – Full rollout | 1 week | Launch + monitoring |

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