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How Darwin works
for commerce sellers.

A practical guide to turning inventory into qualified demand, clear terms, accepted orders, reliable fulfillment, and repeatable margin.

Commerce sellers can expose what is actually sellable and preserve the economics through delivery and returns.

For teams supplying products

  • DTC brands
  • Retailers
  • Wholesalers
  • Manufacturers
  • Product brands
  • Distributors
  • Dropship suppliers
  • Specialty shops
  • Fulfillment partners
  • Franchise operators

Expose source-approved assets, attributes, variant identity, price, timestamped inventory, lead time, fulfillment region, margin, and return policy.

Publish product truthSeller brief

Inventory a buyer can trust.

Expose source-approved assets, attributes, variant identity, price, timestamped inventory, lead time, fulfillment region, margin, and return policy.

Catalog
Accurate variant + price
Stock
Available-to-promise units
Location
Ship-from node identified
Policy
Shipping + return terms
Refresh
Inventory timestamp shown

Darwin order record · illustrative workflow

Convert an out-of-stock moment using the whole inventory network.

The retailer exposed real-time inventory, customer context, delivery options, and returns to the associate and digital channel.

At a glance · illustrative scenario

Example price
$132.41 order value
Billing unit
Customer order
Scope
1 item · 1 delivery

Illustrative order report informed by public case-study patterns. Figures demonstrate the workflow; they are not Darwin customer results.

Darwin operating guide · Seller view

An omnichannel promise is one record connecting product identity, stock, payment, fulfillment, and returns.

The seller publishes accurate catalog and inventory, reserves the item, confirms payment and address, dispatches it, proves delivery, and keeps exceptions open.

  • Resolve identity across channels before quoting availability or price.
  • Reserve available-to-promise stock before confirming delivery.
  • Treat delivery, payout, return, refund, and credit as separate states.
Omnichannel sale · both sides of the exchangeThe product promise stays intact from selection to fulfillment.
Retail workers scanning, checking, and packing the ordered shoe
Seller perspective

The merchant keeps catalog, inventory, order, shipment, and exception records aligned.

A customer verifying a collected shoe order with a store associate
Buyer perspective

The buyer verifies product truth, price, availability, delivery terms, and return conditions.

Confirm available-to-promise stock, allocate the exact variant, and fulfill the order from the location that can meet the delivery date.

Find the required item in another store’s inventory and buy it for home delivery when the local location is out of stock.

How this order worksIllustrative workflow
  1. 01Inputs

    Exact variant + stock

  2. 02Work

    Allocate + ship

  3. 03Handoff

    Delivery + receipt

Offer
Confirm available-to-promise stock, allocate the exact variant, and fulfill the order from the location that can meet the delivery date.
Identity
SKU, size, color, canonical listing
Promise
Timestamped stock + source location
Checkout
Item, shipping, tax, payment state
Fulfillment
Reservation, dispatch, delivery evidence
Aftercare
Payout, return, refund, credit states
Timeline
Same-day allocation and Thursday delivery.
Acceptance
Correct item delivered by the promise date with tracking and return eligibility.

Protect margin after fulfillment and fees.

The $132.41 collected includes tax and shipping; it is not product margin. Reconcile payment, fulfillment cost, refunds, and tax liability separately.

The example checkout is $119.00 merchandise + $5.00 shipping + $8.41 illustrative tax = $132.41. Show the complete total before payment.

Retail sale with standard return window and saved-address authorization.

Example price
$132.41 order value
Billing unit
Customer order
Scope
1 item · 1 delivery

Get the correct item on time.

Preserve the sale when the local location cannot fulfill it

Correct item delivered by the promise date with tracking and return eligibility.

Catalog availability can lag stock. Confirm allocation before promising delivery and keep substitutions subject to buyer approval.

Primary goal
Get the correct item on time
Delivery
Delivery + receipt
Scope
1 item · 1 delivery

Connect inventory, payment, and fulfillment records.

Connect SKU, variant, allocation, payment, tracking, delivery timestamp, and any return under one order ID.

Add-to-cart, conversion, fulfillment time, return rate, and repeat purchase

Catalog availability can lag stock. Confirm allocation before promising delivery and keep substitutions subject to buyer approval.

Evidence
Delivery + receipt
Scope
1 item · 1 delivery
Record
Version, date, and owner

Settle the sale and keep returns traceable.

Complete delivery, reconcile the order, and keep any return or refund open until processed.

One converted sale without a local stock position

Correct item delivered by the promise date with tracking and return eligibility.

Catalog availability can lag stock. Confirm allocation before promising delivery and keep substitutions subject to buyer approval.

Seller outcome
One converted sale without a local stock position
Acceptance
Correct item delivered by the promise date with tracking and return eligibility.
Evidence record
Add-to-cart, conversion, fulfillment time, return rate, and repeat purchase
Timeline
Same-day allocation and Thursday delivery.
Commercial close
$132.41 order value

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