Orders, returns, and service at operating tempo.
Keep order exceptions, returns, and customer service moving across commerce, payments, and the helpdesk, with policy on every credit.
Orders
Exceptions closed in policy
Human gates
Refunds above the ceiling
Full trace
Every credit on the record
BYODB
Orders in your store

INBOUND RETURN
Return #RMA-77421 · $186 order
Matched the SKU, reason code, and a photo of the damaged carton to the original shipment.
Refund $186 exceeds autonomous refund ceiling of $50.
Autonomous flow paused. A support lead gets the photo, order history, and fraud score before funds move.
RTL-RMA-77421Audit record: ImmutableConnects to the systems commerce and service already run
Interactive workflow preview
How retail operations run with complete governance.
See order exceptions, returns, and service triage complete under policy, with a human on refunds above the ceiling.
Return authorization and refund gate
Verifies the claim, applies refund policy, and holds amounts above the autonomous ceiling.
Step-by-step workflow pipeline
Return intake
Portal and photo parseCustomer submitted a damaged-carton photo for a $186 appliance accessory.
Order and shipment match
Shopify and carrier lookupMatched SKU to delivered parcel. Carrier scan shows crush damage.
Refund ceiling
Financial policy guardrail$186 requested. Autonomous refund ceiling is $50.
Support lead review
Human approval gateQueued with photo, order history, and fraud score 0.04.
Stripe and warehouse sync
Payments and inventoryWill refund and open the return RMA after sign-off.
Extracted order fields
Verified payloadPolicy rule evaluation
Return refund delegation tier 1
Policy limit: Autonomous refund ceiling: $50.00
Evaluated value: Requested refund: $186.00
Timestamp: Today, 14:44:02 UTC
Environment: Production retail cluster
Status: AWAITING_SUPERVISORY_APPROVAL
Operational scope
Delivering value across orders, returns, and service.
One operating layer for fulfillment, returns, and the contact center. Refunds above the ceiling still wait for a person.
Exception detection
Watch carrier events for delayed, split, and failed orders, then apply the SLA you already publish.
In-policy credits
Issue store credit or a replacement when the rule allows, without opening a ticket pile.
Customer notice
Send tracking, apology, and next step across email, SMS, and the helpdesk.
Enterprise architecture
Designed for high scrutiny, built for private deployment.
Retail operations need isolation at peak, a recorded credit, and a human above the refund ceiling. XYZGent runs in your environment and writes to your store.
Private cloud and on-premises
Run the platform in your AWS, Azure, GCP, or on-premises environment. Tenant data stays inside your perimeter.
Customer-managed storage
Bring your own database. Workflow configs, documents, extraction payloads, and audit records route to your store.
Private model routing
Connect Azure OpenAI, Bedrock, or dedicated instances. Prompts and payloads are not used to train public models.
Governed endpoints
Publish an approved workflow as an internal API with keys, plans, and usage visibility for the teams that call it.
In policy
WISMO and SLA credits complete without another queue.
100%
Audit trace on every refund, notice, and reviewer action.
Gated
Refunds above the ceiling wait for a named lead.
Your DB
Orders, RMAs, and profiles stay in your store.
Security and operational FAQs
Questions from operations, compliance, and engineering leaders.
Clear answers on private hosting, data storage, and governance controls.
Ready to put one retail process into production?
Bring the order, return, or service flow that is stalling. We will map the systems, controls, and agent design required to run it.