Use case Retail and D2C

Returns and reverse logistics, decided automatically

Stop losing recovery value on returned goods. AI assesses condition, decides disposition, and closes the loop with the customer without a manual review queue.

Operationsn8n automationSee our retail and d2c work

The problem

Returns processing is slow, labour heavy, and a source of customer friction. Staff assess returned items by hand, make ad hoc disposition calls, and push refunds through disconnected systems. Return status is invisible to the customer, so support tickets climb. Recovery value leaks away through poor disposition decisions.

What gets built

An automation that takes the return request from WhatsApp or the web portal, issues a pre-labelled return shipment, and on receipt runs an AI assessment. Claude reads the return reason, the inspection photos and the policy, then sets the disposition: restock as new, restock as refurbished, repair, salvage or write off. Refund or credit is initiated, the customer is told, and inventory updates itself. A returns view tracks reasons and recovery rates over time.

How it connects

The chain, end to end

Every piece sits where your business already works. Nothing here asks your people to open a new tool.

IntakeWhatsApp or portalThe customer starts the return where it suits them.
Orchestraten8nThe return workflow and the system to system data flow.
AssessClaudeCondition assessment, disposition decision, and the customer message.
SettlePayment gateway or ERPRefund or store credit initiated without a finance ticket.
TrackClickUpException handling plus reporting on return reasons and recovery.
Instruments in this build
Claude
ClickUp
n8n
Wati
Definition of done

What finished looks like

We name the finish line before we start, so there is no argument later about whether it landed.

  • Return requests acknowledged and a return label issued without anyone touching the queue.
  • Disposition decided automatically for the standard return reasons, with exceptions routed for review.
  • Refund or credit initiated once the return is received and inspected.
  • A returns report showing top reasons and recovery rates, produced on a schedule.
Start here

Start with a translation, not a tool

Every engagement enters through one doorway: a diagnostic, not a tool. Begin with a free Impact Analysis, or go straight to the Diagnostic when you are ready.