Automated Order Intake — Prototype Walkthrough

From inbox to dispatched order,
without a human touching it.

Five stages, one purchase order. Every step below is the actual pipeline running in the prototype — not a mockup of what it will do.

Live example: PO 68016-25 · Lahore Fashions
01

Inbox

An IMAP mailbox is polled on a schedule. Any email with a PDF attachment is picked up as a candidate PO.

Received
pedido_68016.pdf
from Lahore Fashions
02

Extract

The PDF is read and every field — style, season, sizes, colors, dates — is pulled into a structured record, with a confidence score.

Extracted
KIDS-A SUDADERA PRINT PARCHES BTS CA
0.95 confidence
03

Classify

The article is matched against a keyword model to determine which department the order belongs to.

Routed to
Fabric
garment article match
04

Order Entry

Every PO-derivable field is written into the real Order → Style → Fabric Demand screens, ready for the internal system.

Order ID
68016-25
3 screens filled
05

Dispatch

The completed order is emailed to the right department — only after entry succeeds, never before.

Sent to
fabric-dept@example.com
Delivered

! When it doesn't proceed

Low-confidence extractions, unclear department matches, or a failed order-entry attempt are never guessed through. They're set aside for a human to confirm.

Nothing is silently dropped, and nothing incorrect is auto-sent — every exception lands in a review queue with the original PDF and the extracted fields attached.

✓ The thresholds that decide

Extraction confidence gate0.75
Classification confidence gate0.75
Dispatch orderafter entry only
Poll interval5 min
Department routing
Fabric fabric-dept@…

Garment articles — sweatshirts, joggers, jackets, dresses — anything cut from fabric.

"KIDS-A SUDADERA PRINT…" → Fabric
Accessories accessories-dept@…

Bags, belts, jewelry, footwear — finished goods, not fabric-built.

"WOVEN LEATHER BELT…" → Accessories
Dry-run mode — order entry and dispatch are simulated pending client system access
Confirmed against 2 real purchase orders from Lahore Fashions
Review console live for walkthrough