Skip to content
ManualOut
Fresh produce & vegetables

Today's order is nothing like yesterday's.

Produce moves fast and prices move faster. The order book is rewritten every morning. ManualOut reads orders the moment they arrive, so the pick list matches what was actually asked for today.

Fresh produce & vegetables illustration

The daily reality

What the order desk is actually dealing with

Price and availability change overnight

Market price moves, quality varies by pallet, and quantities move with both. Yesterday's order needs re-cutting this morning.

Photos of handwritten lists

A photo of a notepad is still one of the most common ways an order arrives in this trade. Nothing reads it except a person squinting at a screen.

Shortages show up too late

What was ordered and what is on the floor drift apart constantly. If you only find out at picking, you are substituting without asking.

Grade and count matter

Class 1 or Class 2. Count size. Punnet or loose. Get it wrong and the whole delivery comes back.

Where ManualOut fits

What changes once orders read themselves

Photos and scans are read automatically

Images and scanned documents are turned into order lines — including the photo of the notepad.

Stock is checked while the order is processed

A shortage surfaces early, while there is still time to call the customer about it.

The original message is always there

Every order keeps the message it came from. A dispute about grade or count gets settled by looking, not by remembering.

Fast enough for a morning book

Orders are read as they arrive, not in a batch once the desk has caught up.

In the product

A fresh produce & vegetables order, read and checked

On the left is the message, as the customer sent it. On the right is what ManualOut made of it — and what it flagged for a person.

ManualOutPO #12044Need attention
Source · WhatsApp05:41

Northgate Grocers

[photo of a handwritten list] for today pls

notepad-photo.jpg2.8 MB

The original message stays attached to the order — permanently.

Extracted itemsMeridian · TIDEWAY
ProductUnitQtyLine
Vine Tomatoes — Class 1, 5kgBOX8$92.00
Baby Spinach — 1kgBAG12$50.40
Cucumber — Class 1, count 12BOX6$58.80
Red Onions — 10kg netBAG10$74.00
Flat Leaf Parsley — 500gBOX4$27.60
Peppers — colour not statedRed, green or mixed — the list just says peppersBOX5
Order value
$302.80
Minimum
$150.00
Status
Minimum met

A photo of a notepad, read at 5:41am. The only line that needed a person was the one the customer left ambiguous.

ERP sync summaryIn ERP
ERP order no.
SO-4471203
Synced by
Automatic
Synced at
14 May 2026, 10:17 PM
Confidence
94%
  1. Order received
  2. AI parsing completed
  3. Validation completed
  4. Inventory checked
  5. Synced to ERP
  6. Order confirmed

How orders arrive

The channel mix in this trade

Email leads on volume; the photos of handwritten lists are the ones that cost you a person.

  • Email40%
  • WhatsApp34%
  • Voice14%
  • File upload12%

Illustrative — the typical shape of an order book in this trade, not measured data. Your own mix appears in the dashboard once orders start flowing.

Questions

What buyers in this trade ask

Can it read a photo of a handwritten list?
Yes — that is exactly the case it is built for. Legibility varies, so lines it cannot read confidently are flagged rather than guessed. You are reviewing the hard ones instead of typing all of them.
Prices change daily. How does that work?
ManualOut applies the price list in force when the order is processed, per account. It reads the order; your pricing rules stay where they already live.
Does it understand grade and count size?
Where the customer states it, yes — Class 1, count 12, punnet or loose all map to distinct product codes. Where they leave it out, that line is flagged, because guessing grade is how a whole drop comes back.
Will it tell us if we cannot fill an order?
Stock is checked during processing rather than at picking, so a shortage surfaces while there is still time to call the customer about a substitution.

See it run on one of your own orders

Send us a real order — the messiest one you can find. We will run it live and show you what happens when it works, and when it does not.