What Customer Order Entry Really Costs a Small Manufacturer, and How to Decide on AI

Start with your own numbers

Vendors selling order-entry automation quote big savings. Comena says its customers save 75-99% of order-processing time (vendor figure, Jul 2025). Another vendor cites a benchmark of $14 to $54 to process one purchase order (PO) by hand (imagetotable.ai, Sep 2026), but that benchmark usually describes the buying side, not entering customer orders. The same vendor estimates 3 to 5 minutes per PO without saying where the figure comes from.

None of that tells you what order entry costs your shop. This post shows how to work it out in a week, and how to compare that number against your options.

Step 1: Time the desk for one week

For five working days, have your order-entry person keep a simple log:

• POs received
• Lines per PO
• Minutes to enter each PO, including part lookups and price checks
• Minutes on acknowledgments
• Minutes on order changes and "where's my order?" replies
• Errors found later: wrong price, wrong revision, wrong date

A tally sheet next to the keyboard is enough. One week won't be perfect, but it beats any vendor's average.

Step 2: Put a dollar figure on the time

For a wage benchmark, the Bureau of Labor Statistics (BLS) reported a national median of $20.00 an hour ($41,600 a year) for order clerks in May 2023, with a mean of $43,530 a year. In Utah, the Provo-Orem area showed a mean of $18.04 an hour. Use your own pay rate plus benefits if you know it.

Then:

Weekly hours on order work × hourly cost × 52 = yearly cost

At the BLS median, every 10 hours a week of order work is about $10,400 a year in wages before benefits (10 × $20 × 52).

Now add the cost of errors: a wrong price that gets invoiced, a missed revision that becomes scrap, a late acknowledgment that sends a buyer elsewhere. These are harder to measure and often bigger than the typing time. Count the ones you found during your week.

Step 3: Know what the options cost

Prices in this market are mostly hidden. Here is what is public, as of the dates shown:

ERP here means enterprise resource planning, the system your sales orders live in.

Software cost is only part of the bill. Budget for:

• setup and testing on your own documents;
• building the customer part-number crosswalk;
• fixes when a customer changes their PO layout;
• training staff to review and correct drafts;
• the time your team still spends reviewing (it does not drop to zero).

Step 4: Decide with a simple rule

Compare your yearly cost from Step 2 with the first-year cost of an option: setup plus 12 months of fees plus review time. Then think about what kind of company you are.

Under about 20 employees, a handful of POs a week. You probably don't have a dedicated order desk. A subscription or a custom build is unlikely to pay back. A short training session, a template for your most common customer and a written rule sheet may be all you need.

About 20 to 99 employees, with an order desk. This is where a build or a tool usually earns its keep, if your back-test hits your accuracy bar. The step-by-step is in customer purchase orders to sales orders.

Most orders already arrive by electronic data interchange (EDI). Your problem is the leftover email orders. Scope the work to those.

You quote more than you order. Look at quoting first. See AI quote drafting.

Step 5: Set a stop rule before you start

Decide in advance:

• the line accuracy you need on a back-test of 50 past POs;
• the review time per PO you would accept after go-live;
• the date you will check both.

If the numbers don't show up by that date, stop or change course. A small, honest test protects you from a long contract that never pays back.

What to do with the time you get back

The goal usually isn't cutting a person. In the National Association of Manufacturers' Q2 2026 survey (Jun 2026), small manufacturers (under 50 employees; 39 firms in the sample) named raw material costs (85%) and healthcare costs (74%) as their top concerns, not office headcount. Hours freed from retyping typically go to expediting, quoting faster and calling customers back, which is work your best office person is often too busy to do today.

Next step

If you'd like help running the numbers, Lunan's free conversation covers how orders reach your desk today and ends with a short written list of what AI could take off it. Bring your one-week log if you have one. Before you connect anything, read our rules for drawings, pricing and ITAR.