Reclaim - AI Revenue Recovery
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Buildathon Simulation
AC

Acme Corp

Razorpay Sandbox Active

Reclaim Mark

Case Investigation

Back to Recovery QueueAcme CorpRef #ACME-10291

Acme Corp

Payment FailureAt Risk
₹24,999 at risk·Problem: Insufficient funds·Logged 21d ago·Event ID: evt_pay_acme_10291
Reclaim Learning Signal Active

Evening retries recovered 14% more payments than morning retries across 186 similar cases.

186 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)
PAYMENT SURFACE
Recommended Action

Smart Gateway Retry

✓ Guardrails Approved
Why?

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

Expected Recovery₹20,499
Recovery Probability82%
Amount at Risk₹24,999
Ranked by Expected Value
Autonomous Intelligence

Agent Diagnosis: Insufficient funds

82%probability
Evaluated Recovery Options (Expected Value)ERV = Probability × Amount
Smart Gateway RetryTop ERV
82% probability₹20,499 expected
Payment Link
61% probability₹15,249 expected
WhatsApp Reminder
47% probability₹11,749 expected
Human Escalation
74% probability₹18,499 expected
Recommended Action

Retry payment tomorrow at 10:00 AM

Expected Recovery₹20,499

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.

4 Steps
13:42:01System

Payment failure detected

Webhook Ingestion

Received Razorpay failure webhook (code: INSUFFICIENT_FUNDS)

13:42:02Agent

Customer history retrieved

Customer Intelligence

Fetched 8 successful past cycles, zero past failures. LTV: ₹4.8L.

13:42:03Agent

Expected Recovery Value calculated

AI Recovery Engine

Model computed ₹20,499 expected recovery (82% prob) for Smart Retry vs ₹15,249 for payment link.

82% probability · ₹20,499 ERV
13:43:00Agent

Recovery strategy selected

Strategy Selection Engine

Selected smart retry for tomorrow 10:00 AM within guardrails.

Customer Profile

Acme CorpRohan Sharma (Contact)
finance@acmecorp.in
+91 98201 44821
Preferred Channelwhatsapp
Account ManagerPriya Mehta

Policy Gate Checks

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