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Commerce operations

Returns Intake Preparation
Managed AI Workflows.

Prepare return requests with the order, item, stated reason and policy questions needed for review.

THE OPPORTUNITY

Start where the work
gets held up.

Returns slow down when product identity, purchase evidence or the condition reported by the customer is unclear.

Help service teams gather a complete request before deciding the appropriate resolution.

A WORKFLOW WORTH EXPLORING

Return request-to-review packet

A customer submits a return request through the approved channel.

Identify missing information and prepare a factual summary without deciding fault or eligibility.

WHERE JUDGMENT BELONGS

Make the review point explicit.

An authorized service owner applies the policy and approves return, replacement or refund steps.

Work within the real constraints.

Do not infer product condition from incomplete evidence or issue refunds without authorization. Preserve the customer's original explanation.

Success needs
a useful measure.

Measure missing details, incorrect item matches, policy clarification and intake effort.

Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.

Read the implementation guide ↗
CHOOSE THE RIGHT SUPPORT

Build it. Build with us.
Or have us manage it.

The workflow stays centered on your business. The engagement determines who learns, implements and operates it.

DIY

Your team owns the build.

Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.

Explore the $2,500 package ↗
DFY

We manage the foundation.

Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.

Explore managed delivery ↗
CONNECTED OPPORTUNITIES

Shopify

Prepare order-service responses and exception handoffs using the actual order state, policies and customer history.

Explore this solution ↗

WooCommerce

Turn store requests into reviewed service actions while respecting the plugins and custom processes behind your WooCommerce shop.

Explore this solution ↗
START WITH YOUR WORK

Where is your team
doing too much by hand?

Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.