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Retail & commerce

E-commerce Brands:
plan the implementation.

Reduce preparation effort while keeping refunds, replacements and delivery commitments with the right people.

DISCOVERY

Answer the questions
that shape the build.

Which cases create repeat contacts? Where does reliable fulfillment evidence live? Who approves exceptions to the standard policy?

Confirm identity verification, warehouse ownership and policy differences by market. AI must not invent tracking events or stock availability.

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.

Start with one common issue category and reviewed drafts. Include split shipments and incomplete evidence in evaluation cases.

Measure the result

Measure factual corrections, repeat contacts, time to resolution and unnecessary refunds or replacements.

Prepare for everyday operation

Record the approved response and route the authorized action to the warehouse or finance owner with the same case reference.

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 ↗
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.