Most AI advice is written for people who sell software.
It shows AI writing blog posts and building slide decks. Useful, if that's your day. But you run purchase orders, allocations, container bookings, and freight claims. Nobody on LinkedIn is showing AI doing that.
We’ve spent twenty years in supply chain and set AI up across a multi-brand distributor. This is where it pays its way.
The test: repetitive, rules based, high volume
AI earns its keep in distribution wherever a person is reading one system and typing into another, or answering the same question for the tenth time this week. Six workflows pass that test in almost every wholesale business:
Order entry from emailed purchase orders
Customers still email purchase orders as PDFs and spreadsheets. AI reads them, matches the SKUs, and stages the order in your ERP for a person to check and release. Nobody re-keys a forty-line order.
Stock answers for reps
Reps email the office asking what is available in a size 10. AI answers from live stock data in seconds, so customer service stops being a lookup desk.
Sell-through and aged stock reporting
The Monday report that takes half a day is built before anyone arrives: sell-through by account, aged stock flags, and the exceptions worth a phone call.
Freight invoice checking
Carrier invoices checked line by line against the quoted rates and the consignments that moved. Overcharges and duplicates get flagged instead of paid.
Product data preparation
New-season catalogue data, barcodes and channel listings prepared from supplier files in hours rather than weeks of copying.
Order status without the chase
"Where is my order?" answered from your systems, with the tracking link attached, before the customer calls a second time.
Where it does not fit
AI should not make your final allocation calls when stock is short. It should not negotiate with your suppliers. And it should not override the planner who knows that a certain account always over-orders in March. Those calls need context, relationships and somebody accountable, which means your people.
AI prepares the allocation and your team approves it. It drafts the report and they decide what to do about it.
How to start without betting the warehouse
You don’t need a company-wide platform decision to start. One department is enough: find its three most repetitive tasks, set AI up on them and count the hours that come back.
In most wholesale businesses, the first candidates are obvious within a day of looking: the emailed-PO pile, the rep questions, and the Monday reporting grind. The results can then make the case for the next department.