AI agents for wholesale distributors: orders, quotes and collections

Inside sales as a data-entry job

In distribution, customers rarely use a web store for everything. A contractor emails a PDF purchase order. A restaurant owner texts a list. A retailer sends a spreadsheet with SKUs from last time. Someone in your office reads it, finds the items, checks stock, applies the customer's price and keys the order.

That person is skilled, because they know your catalog and your customers' habits. But the task has a repeatable core: match the customer's words to your item codes, check availability, apply pricing rules. An agent can do the first pass and hand a ready-to-approve order to the human, with doubtful matches highlighted.

If you also sell online, our ecommerce agent work covers storefront questions. This page is about trade customers and the ERP behind them.

Seasonality matters as well. Distributors of building materials, food or garden goods see sharp peaks, and hiring temporary inside sales staff for six weeks is slow and error-prone. An agent that handles the routine reorders keeps the permanent team free for the complex orders.

Where it fits across the order cycle

Matching free-text lines to SKUs is where most of the value and most of the risk sit. We test it on a few hundred real past orders and measure how often the match is right before anything goes live.

Accuracy rules we build in

• Any line below a confidence threshold goes to a person with the agent's best guesses.
• Quantities and units of measure are checked against past orders: ordering 500 cases when the usual is 5 raises a flag.
• Prices always come from the ERP price list or contract, never from the agent's own estimate.
• Nothing is posted to the ERP as a confirmed order until a person approves it, in the first months at least.
• Every change is logged with the original email attached.

Customer-specific terms, rebates and credit limits belong to you. The agent applies them as the ERP does, and does not invent discounts. For commercial claims and resale, check with your lawyer.

ERPs, EDI and inboxes

Distributors run on systems such as NetSuite, Microsoft Dynamics, Epicor, Acumatica, SAP Business One or industry-specific tools like Eclipse. Some expose modern APIs, others rely on EDI or flat-file imports. We confirm which route your system supports. Where a customer already sends EDI, the agent is not needed for that customer, and we focus on the email-and-PDF group.

Many distributors have a mix of customers: a few large accounts with EDI, and hundreds of small accounts with email. The agent is aimed at the second group, which is the most labor-intensive and often the most profitable.

Customer contact data and pricing are commercially sensitive. Our AI agent security checklist covers how we limit access and keep logs.

Rollout

1. Collect 300 ordersA mix of easy and awkward ones from the past quarter.
2. Measure matchingWe report the share matched right, the share flagged and the share wrong.
3. Pilot with one repThe rep approves every draft order for a month.
4. WidenAdd customers and tasks as the numbers hold.

We work remotely from Pune with calls in your working hours.

Be ready for a clean-up step: item descriptions, alternate part numbers and customer-specific names are often inconsistent. We usually spend the first week mapping those aliases, and the map keeps improving as staff correct the agent.

Price

Projects start at $1,500 and our rate is $30 an hour. An order-intake agent for one catalog and one ERP is a larger project than the minimum, since matching and testing take time, but small compared with replacing the ERP. Collections, quoting and extra systems add hours. See the AI agent cost guide. A fixed quote follows a short call. The base service is on the AI agent development page.