AI for packaging converters, tested first at the estimating desk.

A converter sells almost nothing from a catalog. Each request names its own structure, size, board, print and quantities, and your estimator turns it into a costed quote, often the same day. The quotes you sent last quarter are the answer key. Your reviewer, the person on your staff who knows your costing best, can lay each AI draft beside the quote that actually went out, line by line.

Requests arrive in the trade's shorthand. A corrugated style may come as a code from the FEFCO-ESBO international case code, as RSC or HSC, or as your own die-cut number. Board may be named by edge crush test or by burst strength, cartons by grade and caliper in points, labels by face stock, adhesive and liner. A fair test asks whether AI reads that shorthand the way your estimator does, and asks the buyer when it can't.

Plants also cost board in different ways. A sheet plant buys combined board from a corrugator, so its costs start from what that supplier charges for sheets; an integrated plant runs its own corrugator. Many independents run more than one line. AICC, the Independent Packaging Association, began with corrugated converters and took in folding carton and rigid box makers in 2011. The test uses only the prices and rates you send, for whichever line goes first.

Proof checks are the second open test. A proof that goes out with the wrong barcode number, an old dieline or a certificate that doesn't match the board can mean new plates, a reprint or a load sent back. AI can list every difference between a proof and what the customer asked for. It cannot approve a proof, so it never does: your prepress team and the customer's signature still decide.

Your records sit wherever your plant keeps them. Corrugated plants often run Kiwiplan, part of Advantive since 2022, or Amtech's EnCore; label and flexible converters run ePS Radius, the former EFI Radius, or Label Traxx, which Amtech bought in 2024; structural designs often start in Esko ArtiosCAD. Plenty of estimators still cost in a workbook. Every test works from copies and exports, whatever the system.

The manufacturing pages share one limit, and it holds here: no defense or aerospace work. A converter that also makes packaging for defense programs tests on its commercial customers only.