A returns review pack
An order-linked condition and policy record, with proposed options and held exceptions.
AI for Ecommerce & retail
Sell across channels. Keep operations connected.
Practical AI for retail teams coordinating product information, returned goods, and replenishment across storefronts and warehouses.
Returns workspace
A useful handoff
One return. The evidence together.
| Record | Current state | Next step |
|---|---|---|
| Order and variant | Item match found | Check applicable policy |
| Item condition | Inspection pending | Returns team to inspect |
| Previous refund | Payment record needed | Finance to confirm |
Keep item condition, policy, and financial actions distinct.
Built around your work
The work behind the industryWhere the day
Where the day
gets held up.
The storefront describes the product, the warehouse records its condition, and finance sees the money. Improving one screen is not enough when identifiers, policy dates, and inventory states differ across the handoff.
Sound familiar?
Return requests and warehouse inspection records need manual reconciliation.
Supplier product sheets arrive with inconsistent attributes, units, or variant names.
Inventory planners rebuild the picture from reserved, returned, and incoming stock.
Practical places to put AI to workStart with a task
Start with a task
your team recognizes.
Open a workflow to see its inputs, prepared output, and review point.
Workflow 01
Prepare a returned-item decision
Match the order, exact variant, inspection notes, and applicable policy before the returns supervisor chooses the next step.
See the inputs, work & handoff Workflow 02Prepare consistent product records
Turn approved supplier material into checked attributes and description drafts for the catalog owner.
See the inputs, work & handoff Workflow 03Reconcile stock before replenishment
Bring stock states, reservations, inbound orders, and existing planning rules into one review sheet.
See the inputs, work & handoffA useful first projectOne workflow.
One workflow.
A concrete handoff.
Choose a single product family and channel with a named operations owner. Confirm which system owns orders, product facts, return policies, and stock states.
Scope a first projectProject outline01
Prepare returns for one product family
Bring these inputs
- Order and variant export
- Dated return policy
- Warehouse inspection notes
- The prepared output
- An item-level returns review pack with source references, held questions, and a clear next owner.
- The person who reviews it
- Returns supervisor, with finance and warehouse owners for the resulting actions.
- What we would test
- Try a partial return and a refund already issued. The review must keep missing inspection evidence visible and distinguish a proposed outcome from a completed financial or stock action.
Tangible work
What the team takes away.
A catalog preparation path
Source-grounded attributes and descriptions, checked by the catalog owner before publishing.
A replenishment worksheet
Stock-state reconciliation and existing planning rules made inspectable for the inventory planner.
Built for the settingThe details
The details
that shape the scope.
Variants are not interchangeable
Size, finish, bundle, and region can change the relevant facts. Match source material to the exact sellable variant before drafting a listing or return decision.
Policy and channel dates matter
A marketplace rule or return policy may change after purchase. Preserve the version that applies to the transaction rather than assuming today’s policy governs it.
Stock states need an owner
Available, reserved, returned, damaged, and quarantined quantities should remain distinct. A cleaner data view is not permission to move stock or issue money.
Test the awkward cases.
Include multi-item orders, a marketplace policy exception, a discontinued variant, a partial refund, and a warehouse status that arrived late.
The help behind the workflowChoose the work.
Choose the work.
Then the right service.
010203
Explore all services ↗Process automation
Connect return intake, warehouse evidence, and the next operational owner.
Document intelligence
Extract product facts from supplier material and keep each proposed attribute tied to its source.
Custom AI software
Build a focused review workspace when variant, channel, and inventory states do not fit the existing screens.
A few useful answers
Before we begin.
Which product family or channel should we start with?
Choose one with maintained variant identifiers and an operations owner who can explain the usual exceptions. A familiar return flow or supplier catalog is easier to assess than every channel at once.
Do all our platforms need to be connected first?
No. Agreed exports can support the first review workflow. Identify which source owns orders, product facts, policies, and stock states before choosing any live connections.
Must we replace the commerce platform?
No. A first scope can use approved exports and prepare reviewed imports. Connector access and publishing rights are separate decisions.
Can you promise fewer returns or higher sales?
No unmeasured outcome is promised. Agree a baseline and assess factual correctness, held exceptions, and review effort on your own work.