Reclaim - AI Revenue Recovery
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Buildathon Simulation
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Acme Corp

Razorpay Sandbox Active

Reclaim Mark

Case Investigation

Back to Recovery QueueLuminaAIRef #SIM-PAY-156

LuminaAI

Checkout AbandonmentAt Risk
₹58,583 at risk·Problem: Checkout abandoned·Logged 8d ago·Event ID: evt-c-156-30116
Reclaim Learning Signal Active

Based on 60 similar historical outcomes (65% verified clearance rate).

60 similar outcomes analyzed · Historical recovery rate: 65% · Safety: Gated by deterministic policy checks.

Recovery Strategy & Expected Value

Ranking available actions by Expected Recovery Value (Probability × Amount)
CHECKOUT SURFACE
Recommended Action

Payment link

✓ Guardrails Approved
Why?

Highest expected recovery value among permitted interventions within configured recovery boundaries.

Expected Recovery₹42,766
Recovery Probability73%
Amount at Risk₹58,583
Ranked by Expected Value
Autonomous Intelligence

Agent Diagnosis: Payment page abandonment

66%probability
Evaluated Recovery Options (Expected Value)ERV = Probability × Amount
Payment linkTop ERV
73% probability₹42,766 expected
Human escalation
69% probability₹40,422 expected
Reminder
50% probability₹29,292 expected
Session recovery
46% probability₹26,948 expected
Recommended Action

Payment link

Expected Recovery₹42,766

Highest expected recovery value within configured recovery boundaries.

Why this strategy? Similar cases recovered more successfully with this intervention pattern. (186 similar historical outcomes analyzed · 72% verified historical clearance).
Deterministic Policy Gate✕ Action Blocked
Retry limit
Contact frequency
Recovery window
Amount threshold
Quiet hours
Idempotency
Action eligibility
Action blocked because the 7-day recovery window has elapsed.
Bounded action verified by deterministic policy gate.

Agent Activity Timeline

Chronological audit of autonomous diagnostics, tool invocations, and stopping rules.

1 Steps
05:07:39System

Checkout abandonment detected

Payment page abandonment — ₹58,583

Customer Profile

LuminaAIDevika Reddy (Contact)
billing@luminaai.com
+91 95144 89629
Preferred Channelphone

Policy Gate Checks

Blocked
Retry limit✓ Approved
Contact frequency✓ Approved
Recovery window✕ Gated
Amount threshold✕ Gated
Quiet hours✕ Gated
Idempotency✓ Approved
Action eligibility✓ Approved
Deterministic boundary: LLM recommendation is gated before execution.