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Commerce operations

Returns Intake Preparation:
plan the implementation.

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

DISCOVERY

Answer the questions
that shape the build.

Which facts determine the next step? Who approves exceptions? How is returned stock assessed on arrival?

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

We use these answers to agree on integration boundaries, responsible reviewers, access controls and a definition of done. The proposal identifies dependencies and what is included before implementation begins.

FIRST IMPLEMENTATION

Prove the useful part.
Then expand deliberately.

Pilot a routine product group and compare prepared requests with agent decisions.

Measure the result

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

Prepare for everyday operation

Record the accepted decision and send approved instructions through the existing service process.

Document the owner, support path and recovery procedure. Define how the workflow behaves when information is incomplete, access fails or a reviewer declines the proposed result. Agree on what needs fresh validation after a model or integration change.

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.