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AI agents for wholesale distributors

What a custom agent looks like inside a wholesale distributor — the ten roles in your language, and what each one plugs into in a business running Prophet 21, NetSuite, Acumatica or SAP Business One alongside EDI and a warehouse.

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Distribution runs on thin margins and enormous transaction counts, which means every minute of manual handling per order is multiplied by a number large enough to matter. The ERP is genuinely good at the transaction. What consumes the office is everything around it — orders arriving in six formats, customers who describe your parts by their own numbers, supplier price changes that have to reach your quoting before they reach your margin, and a customer service desk answering the same two questions all day.

What an agent plugs into here

The honest version of "does it integrate with my software." These are the systems this industry actually runs on, and what each one means for a build.

Epicor Prophet 21Distribution ERP

A dominant system of record in mid-market distribution — orders, inventory, pricing, purchasing and customer history. Integration is workable and well-trodden, which makes it a comfortable place for an agent to both read and write.

NetSuiteERP

Common where the distributor grew up on cloud systems or has multiple entities. A strong, well-documented interface, and the easiest of this group to build against.

Acumatica / SAP Business OneERP

The other two you meet regularly. Both integrate, with different amounts of ceremony; the deployment matters more than the product name.

EDITrading partner integration

SPS Commerce, TrueCommerce and the rest. Handles the standard transactions well and fails in a specific way that costs real money — an order rejects for a mapping reason, sits in an error queue, and nobody is watching the queue.

Customer portalsOrder intake

Larger customers require you to log into their system rather than sending an order. Manual, daily, and rarely integrated with anything.

Warehouse managementWMS

Either an ERP module or a separate system. Where picking, receiving and cycle counts live, and where the discrepancy between what the system thinks you have and what is on the shelf becomes visible.

Supplier price filesPurchasing

Price updates arriving as spreadsheets, PDFs and portal downloads on each supplier's own schedule. Getting them into your pricing before they reach your margin is a recurring, deadline-driven manual job.

Freight and carriersLogistics

Rating, tracking and freight bills. Freight billed versus freight quoted is a persistent quiet leak in most distributors.

Sales CRMCustomer management

Where outside sales activity lives, when it lives anywhere. Frequently disconnected from the order history that would make it useful.

The ten agents, in your language

Each of these is a real build, not a feature of a product you already pay for. Follow one through to see how it works in general.

The Follow-Up

Nothing you are owed gets dropped.

  • Quotes issued to customers who have not ordered, with the history attached
  • Overdue invoices on accounts your reps are still calling on weekly
  • Supplier acknowledgments never received on placed purchase orders
  • Backordered lines the customer was promised a date for

The Intake

Whatever arrives, in whatever format, becomes a clean record.

  • Customer orders arriving as PDF, email, portal and EDI in the same morning
  • Orders that reference the customer's part numbers rather than yours
  • Requests for quote on cut lists and part schedules
  • Supplier confirmations and advance ship notices

The Drafter

Writes the recurring document from your own past work.

  • Quotes assembled from history, current cost and this customer's pricing tier
  • The price increase letter to customers affected by a supplier change
  • Responses to customer requests for product or compliance documentation

The Watcher

Knows what expires, renews or comes due — and says so first.

  • Contract pricing agreements coming up for renewal
  • Supplier price file effective dates, before they hit your margin
  • Customer purchase order releases against a blanket order
  • Stock about to run below a reorder point on a moving item

The Answer Desk

Answers from your own records, not from the internet.

  • "Where is my order?" — answered from the ERP and the carrier, on request
  • Which of your items matches the part number a customer just sent
  • Product specifications and documentation, asked by a customer service rep

The Scribe

The conversation becomes the record, without anyone typing it up.

  • The outside sales call becomes a CRM record and a follow-up quote
  • What a customer forecast on a call, recorded against what they actually order

The Reporter

Assembles the recurring report from systems that do not talk.

  • Margin by customer and by product line, assembled without a spreadsheet
  • Fill rate and backorder aging by supplier
  • Which customers are buying less than they were, before anyone notices

The Reconciler

Matches two sets of records and queues only the exceptions.

  • Supplier invoices against purchase orders and receipts
  • Freight bills against quoted rates
  • Customer payments and deductions against open invoices

The Connector

Two systems that do not talk, now talking.

  • The ERP and the warehouse system, where inventory quietly disagrees
  • EDI error queues surfaced to a person instead of sitting silently
  • Customer portal orders entered without a person retyping them

The Gatekeeper

Applies your rules, escalates only what needs judgment.

  • Pricing exceptions a rep wants to give, checked against margin floors
  • Credit holds and order release on accounts past terms
  • Return authorizations against your written policy

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