Order Entry Automation for Industrial Distributors: AI That Matches Every Part Number

Order Entry Automation for Industrial Distributors: AI That Matches Every Part Number

Order Entry Automation for Industrial Distributors: AI That Matches Every Part Number

Warehouse workers carrying boxes past racks of steel profiles

MERCURA JOURNAL

Industries

26 October 2026

6 min read

Paul Jost, Business Development

CONTENTS

  1. What makes industrial distribution different

  2. 5 typical problems and how AI solves them

  3. What order entry software for industrial distributors needs

  4. What changes with Mercura

  5. Where to start

  6. FAQ

  7. Bottom line

HIGHLIGHT

For industrial distributors, order entry rarely fails at typing; it fails at matching. Customers order with manufacturer part numbers, standard designations or their own SKUs, and your catalog holds hundreds of thousands of items. Mercura reads requests and purchase orders from email, PDF and Excel, matches every line item to the right product and books the order straight into your ERP. Your team reviews instead of searching.

TL;DR

What makes industrial distribution different

Industrial and MRO distributors supply everything that keeps production and maintenance running: bearings, power transmission, pneumatics, fasteners, tools, safety gear. The catalog is huge, individual orders are often small and customers expect answers the same day.

Much of the volume doesn't come through the web shop or EDI, but by email: from buyers, maintenance planners and shop supervisors who need a spare part fast. Those orders land with inside sales, and that's where the bottleneck forms.

5 typical problems and how AI solves them

1. Manufacturer part numbers instead of yours. The customer writes a manufacturer part number; your ERP knows your own SKU. Mercura cross-references manufacturer part numbers, type designations and standards to the right item in your catalog.

2. Customer part numbers and contract pricing. Industrial customers order with their own material numbers under agreed terms. Mercura learns each customer's numbers and recognizes them on every release.

3. Huge catalogs. With hundreds of thousands of SKUs, keyword search finds either nothing or far too much. Mercura's semantic search understands technical descriptions and synonyms and finds the right item even when the wording differs.

4. Substitutes during shortages. When an item is out of stock, an equivalent substitute decides whether you keep the order. Mercura suggests suitable alternatives and considers your preferred brands and margins.

5. Lots of small orders. Five line items per order, hundreds of orders a week. Mercura captures them automatically, including header data such as PO number, ship-to address and requested date.

What order entry software for industrial distributors needs

Requirement

Why it matters

Cross-reference manufacturer part numbers and standards

Customers rarely order with your SKU

Learn customer part numbers

Industrial customers use their own material numbers for years

Semantic search across large catalogs

Hundreds of thousands of items with similar names

Margin-aware substitutes

Substitutes protect the order and the margin

Capture header data automatically

PO number, ship-to and date belong to the order

Direct ERP integration

For example SAP or Microsoft Dynamics, without CSV workarounds

Human approval

Uncertain line items go to review, not straight into the ERP

What changes with Mercura

  • Up to 90% less time per request: what used to take two days now takes two hours.

  • Every request answered: at Sanitär Heinze, the response rate rose from about 70% to 100%.

  • High accuracy even with third-party descriptions: at one lighting manufacturer, matching accuracy on third-party specifications is 92%.

These figures come from building services and plumbing distribution. The underlying task, matching unstructured requests to a large technical catalog, is the same in industrial distribution.

Where to start

Start with the shared inbox that receives most emailed purchase orders. A pilot on your real orders shows within a few weeks how many line items Mercura matches reliably. The ERP integration follows once results convince.

Further reading

FAQ

Can Mercura match manufacturer part numbers to our item master?

Yes. Mercura cross-references manufacturer part numbers, type designations and standards to the right item in your catalog and learns from every correction your team makes.

Does it work with very large catalogs?

Yes. Mercura is built for catalogs with hundreds of thousands of SKUs and uses semantic search instead of plain keyword search.

What happens with customer part numbers?

Mercura learns each customer's wording and material numbers. The lookup happens once; after that, Mercura recognizes them on every order.

Does this replace our web shop or EDI?

No. Web shop and EDI stay for the customers who use them. Mercura automates the orders that still arrive by email, PDF or spreadsheet.

Bottom line

In industrial distribution, speed depends on how fast an order is matched correctly. Mercura takes over the search for the right item, even with manufacturer part numbers, standards and customer SKUs, and books the order straight into your ERP. Your inside sales team gets time back for customers and tricky cases.

Book a demo and test it with your own orders.

BOOK A DEMO

More time for the requests that really matter.

More time for the requests that really matter.

More time for the requests that really matter.

See how Mercura reads your requests, matches products and prepares the next order.

Book a demo