LOOMAL
AI Return Processing

Returns processed
without a queue.

Returns are the moment a one-time mistake either becomes a churned customer or a repeat one. Speed matters, and so does tone. A Loomal agent reads the return request, checks eligibility against policy, generates the label, and replies in-thread — turning return queues into a non-issue.

mail_list_messagesvault_getmail_reply

API Primitives used

mail_list_messages

Read the return request

Agent watches the returns inbox for new requests and parses out order, reason, and condition.

vault_get

Check eligibility

Return policy, eligibility windows, and carrier credentials live in the vault for the agent to read per request.

mail_reply

Send label and confirmation

Agent generates the return label and replies in-thread with instructions and refund timing.

Return queues kill repeat purchase.

Returns sit in queues because every one feels like an exception. The rep has to look up the order, check policy, generate a label in a separate tool, write a reply, file the case. It takes 10 minutes per return — and customers expect 10 seconds.

An agent does it in 10 seconds. Order lookup, eligibility check, label generation, customer reply — all from one identity, all in-thread.

How to build it.

01mail_list_messages

Read the request

Agent picks up the return email, identifies the order, and classifies the reason.

02vault_get

Check policy

Agent reads the return policy from the vault and checks eligibility against purchase date and product category.

03mail_reply

Send the label

Eligible returns get a label and instructions in-thread within seconds. Edge cases route to a human.

Example prompt

Watch returns@. For any return request on a product purchased in the last 30 days, generate a UPS return label, reply to the customer with instructions, and trigger the refund on receipt.

What stores build.

Standard returns

Agent processes in-policy returns automatically and refunds on receipt.

Exchange handling

Customer wants a different size? Agent processes the exchange and ships replacement.

International returns

Cross-border returns get the right carrier, customs forms, and instructions.

Damaged-item returns

Agent reads photos to validate damage claims and processes accordingly.

Subscription cancellation

Subscription customers get end-of-cycle returns processed cleanly.

Why returns belong to an agent.

Return processing is the textbook agent job — high volume, repetitive, low judgment, but customer-facing. Traditional automation tools either expose credentials or feel robotic. An agent identity holds the credentials securely and replies with the warmth a customer expects.

Loomal gives returns its own identity that owns the inbox, the carrier credentials, and the audit trail. Customers get instant resolution; stores get back the team-hours they were spending on returns triage.

Carrier credentials encrypted

Label-generation API tokens live in vault entries scoped to returns.

Per-return audit

Every eligibility check, label, and reply is logged with the agent identity.

Identity-scoped policies

Different brands or regions can run on isolated identities with different return policies.

Related use cases

Make returns a 10-second experience.

Read, validate, and label — fully autonomous.