AI for industrial distribution, tested on plant requests your counter already answered.

The request starts in maintenance. A mechanic reads the number off a worn bearing, names the brand the line was built with, or sends a phone photo of a fitting with the threads showing. Your counter turns that into an item you carry and a price, and says whether the match is exact or an equivalent someone should approve. Each request answered that way sits in your files beside the quote that went out, so every AI draft can be graded against what your team actually quoted.

One counter, many numbering systems. The Industrial Supply Association, which dates its history to 1902, calls this channel MROP: maintenance, repair, operations and production. PTDA, with more than 300 member companies, speaks for power transmission and motion control, or PT/MC. One morning can cross bearings, a hydraulic adapter, a carbide insert and a case of cut-resistant gloves, each coded its own way.

Manufacturer data is getting more uniform. PTDA and the Bearing Specialists Association built the PIE Template, so registered manufacturers keep bearing and PT/MC data in one format and choose which authorized distributors see each category; its latest announcement listed 35 categories. That cleans up your side of the match. The plant's side still arrives as a worn stamp, an old brand or a rough description, and that is what the quote test grades.

Plant purchasing is the second desk. Larger plants often buy through e-procurement systems that want your items in their own file, with the contract price and a classification code on every line. UNSPSC, the usual code, has four two-digit levels from segment to commodity, and the UN Development Programme has run it since January 2025, after GS1 US. Some buyers use ECLASS, with about 48,000 classes and more than 23,000 defined properties. The files your team already built from past contracts are the answer key.

Nothing reaches a plant. No quote goes to a buyer, no equivalent is approved, no catalog is uploaded, and nobody logs in to a customer's portal or your punchout site. The test returns drafts on a review sheet, and your reviewer compares each one with what your team did.