Understand · #RC-1583

Observed behavior only — no recovery action is decided on this screen.

#RC-1583

₹14,500 · Payment Failure

Step 2 of 7 · Peak window

79%

Cart details

What was abandoned

Noise-Cancelling Headphones

Noise-Cancelling Headphones

Cart #RC-1583

ProductNoise-Cancelling Headphones
Cart value₹14,500
Abandoned5h ago
Detected segmentPayment Failure

Customer history

Prior relationship

ProfileReturning customer · two failed payments
Discount dependenceLow
Payment historyFailure on last attempt

Current journey

This session

Furthest stepPayment failed ×2
Exit pointAbandoned
Channel opt-inEmail only

Journey visualization

Detected path to abandonment

Added to cart
Checkout
Payment failed ×2
Abandoned

Recovery window

Value decays hour by hour after abandonment

79% window left19h to cold

Peak window · abandoned 5h ago

The agent prioritizes carts with the least window remaining — a 2h-old cart converts far better than a 22h-old one.

Planned recovery sequence

Sent · scheduled · will escalate to

  1. +1h

    Reminder — no incentive

    EmailClicked, not paid

    Logged for the Learn stage

  2. +6h

    Fresh payment link

    WhatsAppScheduled

    Queued on the backup channel

  3. +20h

    Escalate to 6% goodwill credit after repeated payment failures

    EmailHeld

    Automatic discount limit is 5%

  4. Each response state feeds back into the Learn stage — bounces retire a channel, opens without clicks strengthen the next offer.

Behavioral signals

Raw observations, weighted by contribution to intent

  • Payment failed ×2

    33%

    Observed behavior contributing to the intent estimate

  • Retry link ignored

    33%

    Observed behavior contributing to the intent estimate

  • High cart value

    33%

    Observed behavior contributing to the intent estimate

Contribution shares are relative weights behind the 83% confidence score.

Agent interpretation

Inference layer

Purchase intent

High

Confidence

83%

Segment

Payment Failure

Interpretation

Intent is proven — the customer tried to pay twice. A goodwill credit compensates the friction they experienced.

Likely friction

Repeated payment failure with no recovery after retries

Ready for the decision layer

Segment and default strategy still need merchant + customer context.

Simulated behavioral data for demonstration purposes.