// Manufacturing · Sales order automation
Customer POs into your ERP, checked against the quote.
For job shops and make-to-order plants. One job, tested in a free AI proof of concept on copies of POs your desk already entered, with each AI draft checked for part, revision, price, dates and quality notes against your team's order and the quote behind it.
- Past POs
- 20 to 30
- ERP access
- None
- Defense work
- Left out
// The one job
A PO arrives. An order gets checked and entered.
A buyer emails a PO, sometimes with the drawing attached. Someone on your desk finds your part, checks revision and price against the quote, judges the date and enters the order. A release gets matched to its blanket first.
The proof of concept hands that same stack of POs to AI, which writes up a draft order showing every check it made. Whatever it can't resolve is held, with the reason. Your ERP never sees it.
quote and revision
// Why it's hard in a plant
Where order entry goes wrong
Revisions. A PO line usually carries the customer's part number, a revision letter and often a drawing number: "4471-220 Rev D per drawing 4471-220". The first step is finding your part at the revision ordered, the second is checking that against the revision you quoted. Rev D on the PO and Rev C on the quote stops the order. Some ERPs default an order line to the latest approved revision unless someone overrides it, so an older-revision PO can reach the floor wrong without anyone mistyping a thing.
Blankets and releases. Repeat customers often send one blanket PO for a year's quantity at a set price, then release against it: release 7, 400 pieces, on the dock the 14th. Releases come as emails, schedule spreadsheets or supplier-portal postings. In Epicor a release sits under an order line with its own quantity, ship-by date and ship-to; in SAP the same thing is often a scheduling agreement with delivery schedule lines. Each release belongs on its blanket line, and a released total that runs past the blanket has to be caught.
Requested dates and partials. Buyers write "need by" or "required on dock", sometimes a different date per line, sometimes split deliveries on one line. Your desk weighs that against lead time, material and shop load before the acknowledgment goes out with a promise date. The proof of concept schedules nothing. It flags requested dates inside the lead times you give us, and "ship complete" orders whose lines are spread across dates.
Configured lines and quality notes. A made-to-order line may have no part number at all: "36 in. guard, 304 stainless, #4 finish, per quote Q-2218", so the configured part or the options the quote listed have to be found. Quality requirements ride along: a certificate of conformance with each shipment, material test reports with the first, a first article inspection, a PPAP level for automotive work, often printed as clause codes that point to the customer's quality document. Unit price is checked against the quote's quantity break, with tooling or NRE billed once on its own line.
Who checks the drafts. Pick whoever settles the tricky POs today, often the customer service lead. That person, the one who knows order entry best, is your reviewer. Revision, price, which blanket each release landed on and the flagged dates get the closest look, along with each hold reason set beside what your desk did with that PO at the time.
// What you send
Five things from your order desk
20 to 30 past POs and their orders
POs your desk already entered, with the order each became. Include a revision change, a blanket release and a configured line if you can.
The quotes behind them
The quote or blanket agreement each PO points to.
Your standard lead times
A short list by part family is enough to flag tight dates.
An NDA, then copies
Signed before anything is sent. The proof of concept needs no login to your ERP, your email or a customer's portal.
Look-alikes if needed
If your POs have to stay on site, we make look-alike POs with you that keep the revisions, releases and notes.
// Before it starts
Agreed before the first PO moves
These are fixed with the owner before a single PO leaves your building.
- Your reviewer
- Chosen by the owner
- Success criteria
- In writing: which fields must match, which holds count as right
- Price
- A range for running it live, agreed up front
- POs
- Chosen by your reviewer, commercial work only
- NDA
- Signed before anything is sent
// How it's scored
What gets compared
| Compared on the same POs | What your desk entered | The AI draft |
|---|---|---|
| Minutes from PO received to order ready for review | Filled in from your POs | Filled in from your POs |
| Right part at the revision ordered, checked against the quote | Filled in from your POs | Filled in from your POs |
| Unit price against the quote or blanket price | Filled in from your POs | Filled in from your POs |
| Releases placed on the right blanket line | Filled in from your POs | Filled in from your POs |
| Requested dates flagged against your lead times | Filled in from your POs | Filled in from your POs |
| Certs and inspection requirements carried to the order | Filled in from your POs | Filled in from your POs |
| Orders held for a question, and the reason given | Filled in from your POs | Filled in from your POs |
// After a yes
About 30 days on new POs
Say yes, and new POs go through the same checks for roughly 30 days as they come in.
Each draft order waits for someone on your desk to approve, edit or return it before it posts to your ERP. The comparison table stays in use, so the live month is scored the way the test was. No second job starts in that time.
// Later, one at a time
What could come next
- 01Next
RFQs for repeat parts
Draft quotes for parts you have made before, priced from your own history, for your estimator to approve.
- 02Then
Order status replies
Answers to "where is my order" emails drafted from order and job status, sent by a person.
- 03After that
Supplier invoices
Material and outside-process invoices matched to your POs and receipts before payment.
// By system
This job in the software you run
Epicor Kinetic
NetSuite
Acumatica
Microsoft Dynamics 365 Business Central
SAP Business One
Syspro ERP
Sage 100
Sales order automation
// One hard limit
Defense and aerospace work never enters it.
No defense, aerospace or ITAR-controlled POs, drawings or specs. If your shop does both, only commercial POs come in, and your reviewer chooses them.
The live order-desk job is priced on its own: a range before the proof of concept starts, a fixed price before you sign.
We set the range on the call from your monthly PO count and how many of those are releases or configured lines.
// Questions
Order desk questions
What happens when the revision on the PO doesn't match our quote?
Can it handle blanket POs and releases?
Our customers attach drawings to their POs. Do you read them?
Do our part records need cleaning up first?

Rob Eason, founder
// Book a proof of concept call
Test it on POs your desk already entered.
Book 30 minutes with Rob. The form asks who you are and your role, the job you want tested, and about how many POs your desk enters a month. Send no POs until the NDA is signed.
- Co-owned a 60-employee financial services firm and sold his share to his partner.
- Ran GOSO Technologies, a Boston solar company rated 5/5 across 24 Google reviews.
- 5/5 across 83 reviews in HighLevel's Certified Admin Directory.
- 4.3/5 from 6 Google reviews of Massmarket AI.
- Every directory and Google review, critical ones included, is shown word for word at massmarket.ai/reviews.
- Takes every proof-of-concept call himself.
