What comes in
The authenticated customer’s order, payment and fulfillment status, carrier events and the applicable returns or service policy.
Resolve the customer’s request. Finish the work behind it.
An order question becomes a search across storefront, warehouse, carrier and returns data. Welf connects the service workflow so the team can give a supported answer and complete the approved action in the right system.
For your teams
Customer service · Merchandising · Product data teams
Inside the workflow / example
Prepare an order-service resolution.
What AI prepares
Reconcile the order state, identify the reason for contact and prepare an answer with available resolution options. Flag incomplete tracking and policy exceptions.
What your team decides
The service team approves refunds, replacements or exceptions within its authority. The confirmed action is written back and its result attached to the case.
Potential starting points
Give service teams reliable product context.
Other starting points for your team. Prioritize by case volume, current effort and access to the required records.
Bring order context and service policy into answers with a clear human escalation path.
Guide product selection using verified attributes, availability and configuration rules.
Extract attributes, identify gaps and prepare product content for editorial approval.
Systems & control
Work with what runs your business.
Refunds, account changes and commercial promises follow explicit policies and permissions. Product claims must remain grounded in approved information.
System environment
Commerce platform · Product information · Order management · CRM · Service desk
Authority
Data access, permitted actions, approval rules and recovery paths are defined before deployment.
Establish the value
Track answer quality and correction effort.
Measure resolved contacts, repeat contact rate, handling effort and incorrect actions. Do not treat a closed ticket as a resolved customer problem without checking the outcome.
See the delivery modelCandidate measures
Resolution quality · Contact rate · Catalog correction effort
A sensible first scope
Start with one contact reason.
Start with a recurring contact reason and one store or sales channel. Confirm customer identity, policy ownership and which actions can be reversed.
Plan the first deliveryAI capabilities
The engineering behind the next workflow.
Explore the tasks, integration choices and deployment models your team needs to assess.
Bring a case your team knows too well.
Describe the task, the systems involved and what makes it difficult. We can use that context to discuss a first workflow and the evidence it would need.
Start a conversation