30-min call with RobBook a proof-of-concept call
Job 01 · Customer service

// Food and beverage · Order entry

Grocery and distributor POs into sales orders, by the case and the pallet.

AI reads the POs your customers send outside EDI, converts them to your items and units, checks the ship window and drafts the sales order for your reviewer to compare with the one your team entered. A free proof of concept, run on copies of POs your team already entered, 20 to 30 of them. Nothing connects to your ERP.

Book a proof-of-concept call30 minutes with Rob
Old retailer POs
20 to 30
ERP or EDI access
None
Signed first
NDA

// The one job

A grocery PO in. An order your warehouse can ship.

A regional chain emails a PDF for six items going to two distribution centers. A distributor's buyer sends a spreadsheet. An independent store sends a photo of a handwritten order form. Someone in customer service reads each one, works out which of your items it means and how many cases that really is, checks the dates, and enters the order.

In the proof of concept, AI does the same reading on POs your team already entered. It drafts each sales order and notes every line it had to convert, question or hold. Nothing goes into your ERP. Your reviewer checks each draft against the order that actually shipped.

Retailer POPDF from a buyer
PO no.
DC / ship to
Ship date
Cancel date
Their item no.UnitsCost
Illustration, not a real PO
Converted
and drafted
Sales orderDraft
Customer
Ship to DC
Ship by
Pallets
Your itemCasesPrice
Illustration, not a real order

// What makes it hard

Cases, pallets and dates, not just line items

Cases, layers and pallets. A grocery buyer may order in eaches when you only ship full cases, or order a 12-count case of an item you also pack as a 6-count. The draft converts each line with your case pack and flags any quantity that isn't a whole case instead of rounding it. Pallet orders turn on your TI and HI, the cases per layer and the layers per pallet: three pallets of one item is a fixed number of cases, and an order that breaks a layer gets flagged. Some customers also set the pallet itself, such as block pallets from a pooling company like CHEP or PECO, and that belongs in the order notes before the warehouse builds the load.

Which item it means. One product can arrive as the retailer's item number, the distributor's code, your own item number, the 12-digit UPC on the unit or the 14-digit GTIN on the case. An EDI 850 line can carry several of these, each behind its own qualifier, and each retailer's EDI guide decides which ones it sends; a PDF usually shows one. The draft matches through your customer item cross-reference and names any line it couldn't place, such as a new item the cross-reference doesn't have yet.

Windows and destinations. A chain may send one PO per distribution center, each with its own DC number, ship date and cancel date. Walmart prints a must-arrive-by date on its POs and scores suppliers on-time and in-full against it. Some orders are customer pickup, where the buyer's carrier collects from your dock and the price may carry a pickup allowance; others are delivered. The draft carries the window and the freight terms from the PO, and flags an order whose window has already closed.

Promotional cost on the PO. The order desk is where next month's pricing deductions start. While a promotion runs, the PO cost may already reflect an off-invoice allowance. Enter the order at list and the gap tends to come back as a short payment. The draft compares each line's cost with your price list and the deal in effect and shows any difference instead of choosing a price.

What your reviewer watches. The reviewer is whoever knows your order desk best, usually the customer service or order management lead. They look hardest at the mistakes that cost a load or a fine: units read as cases, a cancel date read as a ship date, an order sent to the wrong DC, and a promoted item entered at full price.

// What you send

What the proof of concept needs from customer service

Copies or exports
No connections
01

20 to 30 old POs and their orders

POs from regional chains, independents and distributors, each with the sales order your team entered. Include the awkward ones: split DCs, eaches, promotions.

02

Your item cross-reference

The list that maps customer item numbers and UPCs to your items, with case packs and TI and HI. A spreadsheet export is fine.

03

Price list and deals in effect

Your list prices and any promotions running during those POs, so the draft can check cost line by line.

04

NDA first, nothing connected

The NDA is signed before any PO moves. The proof of concept never logs in to your ERP, EDI or email. If retailer documents can't leave, we build look-alikes with your reviewer.

// Before it starts

Settled with the owner first

The owner agrees these with us before the first PO is sent.

Before the proof of conceptOwner signs off
Reviewer
Named by the owner. Usually whoever runs customer service.
Success criteria
Agreed in writing, line by line
POs
Chosen by your reviewer, across customers
Price
A range for the live job
NDA
Signed first

// How the test is judged

Each draft beside the order that shipped

Same POs
Line by line
On the same 20 to 30 POsYour team's ordersThe proof of concept
Each line on the right item and case countFrom your POsFrom your POs
DC, ship date and cancel date rightFrom your POsFrom your POs
Cost checked against price list and promotionFrom your POsFrom your POs
Orders flagged for a person, and whyFrom your POsFrom your POs
Questions that needed the buyerFrom your POsFrom your POs
Time to enter one POFrom your POsFrom your POs
Nothing is filled in yet. Neither column holds a number until your own POs have been run.Your reviewer fills them, and decides.

// After a yes

About 30 days on new POs

A yes from your reviewer starts about 30 days on incoming non-EDI POs.

Each draft waits for someone in customer service to approve it before it becomes an order in your ERP, and anything flagged stays with a person. The reviewer keeps the same line-by-line check against what ships.

No other job is added during those 30 days.

// What could follow

Other jobs, once orders run

Ideas to test, not a plan
One at a time
  1. 01

    Deductions management

    Short payments matched to the promotion, delivery or invoice behind them, then marked valid or disputable.

    Next
  2. 02

    Order changes and cancellations

    Buyer changes to quantity, date or DC drafted against the open order, for a person to accept.

    Then
  3. 03

    Promotion claims before payment

    Billback and scan claims compared with the agreed deal and its dates.

    After that

// One hard limit

The proof of concept never touches your ERP or your EDI.

It reads copies of old POs and writes draft orders to a sheet your reviewer checks. It sends no acknowledgment to a customer, changes nothing in your EDI setup and enters nothing in your ERP. Only a live run you say yes to posts orders, and then a person approves each one.

Each job has its own price: a range before the proof of concept, a fixed price before signing.

What moves the range: how many non-EDI POs arrive a month, how many customers send them, and how complete your item cross-reference is.

// Questions

Order desk questions from food makers

Our biggest customers are on EDI. What is left to test?
The POs that don't come through it: regional chains, independents, foodservice and export customers, and distributors that email. Those are the ones your team types, so the sample comes from them. A few EDI 850s that still needed a person, such as a quantity that broke a case or a ship-to your system didn't know, can go in too.
Can it handle orders in eaches when we sell by the case?
That is one of the main things the test checks. The draft converts each line with your case pack and flags any quantity that isn't a whole case rather than rounding, so your reviewer sees every conversion it made.
What about handwritten order forms from independent stores?
Include a few. Where the draft can't read a line with confidence, it flags the line for a person instead of guessing, and your reviewer sees each one it flagged.
Does it check promotional pricing on the PO?
It compares each line's cost with your price list and the deals you send us, and shows any gap. It doesn't decide which price is right. That call stays with your team.
Rob Eason

Rob Eason, founder

// Book a call with Rob

Test it on POs you already shipped.

Thirty minutes with Rob. Tell him your company and role, that order entry is the job, and roughly how many POs arrive outside EDI each month. Please wait for the NDA before sending anything.

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