Ecommerce
The Multimodal Return & Refund Orchestrator
A leading global D2C fashion brand faced a crippling bottleneck in their returns department. With over 20% of orders resulting in returns, their support team was overwhelmed by "Where is my refund?" queries, while the warehouse struggled to manually verify the condition of returned items against original orders.
The Specific Pain Point
High "Cost-to-Serve" for returns. Manual verification of item condition was slow, leading to a 10-day lag between item receipt and refund issuance, plummeting CSAT scores.
The Subverse Flow
1. Intake Agent: Initiates a conversational return via WhatsApp/Web, asking for the reason.
2. Vision Agent: Requests and analyzes a real-time photo of the item to check for tags and obvious damage before the label is even generated.
3. Logistics Agent: Interfaces with the shipping carrier to generate a QR code/label and proactively monitors the tracking status.
4. Warehouse Orchestrator: Upon carrier scan, the agent notifies the warehouse of incoming SKU.
5. Finance Agent: Once the "Vision Agent" at the warehouse confirms the item matches the customer's initial photo, the agent triggers a refund via the payment gateway and updates the CRM.
System Integrations
Shopify/Magento (OMS), ShipStation (Logistics), Stripe (Payments), Zendesk (CRM).
Measurable Outcome
65% reduction in return-related support tickets and a 4-day reduction in "Time-to-Refund" metrics.
Memory & Multimodal Elements
Uses Vision AI for item inspection. Maintains Entity-level Memory of "Serial Returners" to adjust refund speed or policy enforcement based on customer lifetime behavior.
