Reclaim — Autonomous Revenue Recovery Agent
Link to open source: https://github.com/ujjwaljain91/Reclaim-AI-Revenue-Recovery-Agent
Link to Live Project: https://reclaim-ai.netlify.app/
Reclaim is an autonomous AI revenue recovery agent designed to help businesses recover revenue that is at risk of being lost. It monitors revenue events such as failed payments, abandoned checkouts, and overdue receivables, identifies which transactions need attention, and determines why the revenue is at risk.
Instead of applying the same recovery action to every case, Reclaim evaluates multiple possible interventions and ranks them using Expected Recovery Value considering the likelihood of recovery and the amount that can potentially be recovered. It then passes the recommendation through a deterministic policy and safety layer that enforces rules such as retry limits, cooldowns, recovery windows, escalation thresholds, and duplicate-action prevention.
Once an action is approved, Reclaim executes the recovery workflow, verifies whether the payment was successfully recovered, and automatically stops further actions when the objective is achieved. If recovery is not possible within the allowed conditions, it escalates the case instead of continuing indefinitely.
Reclaim also maintains an audit trail of every decision and outcome. By analyzing previous recovery attempts, successful interventions, failure reasons, and customer segments, it improves future strategy selection while keeping the safety and policy layer in control.
In simple terms: Reclaim doesn't just identify lost revenue — it decides what to do, safely takes action, verifies the result, and learns what works.




