The order confirmation came back different from the order you placed
How does a furniture dealer catch every changed price, finish or ship date before it reaches the client's invoice?
Figures and rules on this page apply to
United States
Working somewhere else? The shape of the problem usually travels. The deadlines do not.
What this looks like
A project order goes out to six manufacturers. Six confirmations come back as PDFs, emails and portal files. One has a new price, one a different finish code, one a ship date two weeks late. A coordinator checks them by eye between site visits. The late chair is found on install day.
The numbers
Every figure here is someone else’s. Check them.
- 25%US duty on certain imported upholstered wooden furniture from 14 October 2025, under a Section 232 proclamation
- +8.9%change in US producer prices for non-wood office furniture, August 2024 to August 2026 (August 2026 is preliminary)
- +4.0%the same price index over the latest twelve months, August 2025 to August 2026
Why it happens
It is not a people problem.
The order is written once, in the dealer's words. Each manufacturer answers in its own words, codes and layout. The confirmation is correct for the maker. Matching it back to the dealer's order and the client's quote is left to a person.
Why your current software has not fixed it
Because it was never built to.
Electronic order exchange covers the biggest makers and the cleanest lines. Specials, custom finishes, smaller makers and change orders still arrive as documents. When prices move often, those are exactly the lines that change.
Intelligence, plumbed in
A manufacturer's PDF confirmation, with its own codes and notes, is readable and can be matched to your order line by line.
We build the reader for every maker's confirmation, then show your team only the lines that changed. Underneath it: a connector, one agreed meaning per field, and a test set scored on your own records.
How we make AI survive real data-
Connectors -
A semantic layer -
Evals you can check
However hard, whatever it is
Furniture dealers are one example. Bring the confirmation nobody has time to check.
We wrote this for contract furniture because prices are moving and margins are thin. The same approach works for any distributor ordering from many suppliers per job.
-
01 We sit with you
Days where the work happens, not a workshop in a meeting room. We watch the job get done and write down the shortcuts nobody wrote down.
-
02 We read everything
Your data, your rules, your vendors and their documentation, and the published research on your sector. We report what is actually in there.
-
03 We break it to first principles
Not which tool fixes this. What is actually causing it, taken apart until we reach the piece that cannot be divided further.
-
04 Then we build
Weeks, not quarters. By this point we are not guessing what to build, and guessing is the thing that makes projects long.
What we build
Specific enough to argue with.
Four mechanisms, not four features. Each one is a thing that happens on its own, every day, whether or not anyone remembers to run it.
-
Every confirmation read on arrival, whatever the maker's format, including PDFs and scanned pages.
-
Each line matched to the purchase order and the client quote, by product, finish, quantity, price and date.
-
Only the differences sent to the coordinator, with the margin effect shown on each one.
-
Late ship dates pushed to the install schedule before the crew is booked.
How you would know it worked
Numbers in your own reporting, not ours.
- Share of confirmation lines checked without re-keying.
- Price and finish differences caught before the client is invoiced.
- Install days lost to a product that shipped late or wrong.
Straight answers
Where a model is involved, it is scored against your own records first. Accuracy per source, not one flattering average.
The questions this raises
-
Our biggest manufacturer already sends electronic confirmations.
Those lines are the easy ones. The layer reads the rest the same way, so one check covers every maker.
-
Does this replace our order system?
No. It reads what arrives and writes its findings back. Your order system stays the record.
-
How soon would we see results?
Usually within weeks, measured on live projects: differences caught, and hours of checking saved.
Where the figures come from
We did not make these up, and you should not take our word for them.
Also in supply chain
The official inventory number arrives six weeks after the month it describes
Federal inventories data is published roughly six weeks after the reference month closes. Most internal reporting runs on a similar lag, for the same reasons.
ProblemThe distributor you just bought still takes orders its own way
After an add-on acquisition, two catalogues describe the same products differently. Orders keep arriving in the old formats while the integration plan waits on a migration.
ProblemYour trucks, warehouses and freight desk each hold part of one customer's margin
Logistics groups grow by buying carriers, warehouses and freight brokers. Each one keeps its own shipment and billing records. Nobody can see one customer's full margin.
ProblemEvery product in the catalogue now answers to two rulebooks
A lab distributor that buys a UK business now sells under EU and GB rules at once. Each product's deadline sits in a supplier letter or certificate.
Every partner sends a different shape
The format belongs to them. The cost lands on you.
Documents arrive from outside in whatever shape the sender chose, and the sender changes it whenever their own system does. No vendor can ship this. The set of formats is specific to who you trade with, which is why it ends up as a script nobody owns.
- Agriculture & foodThe traceability deadline moved to 2028, and nothing else changed
- Banking & lendingFifty-five cents of every revenue dollar goes to running the bank
- HospitalityThe roster was set last Tuesday. The covers were not
- InsuranceA combined ratio above one hundred means underwriting lost money
- RetailShrink went from 1.4 to 1.6 percent, and the till already knew where
Bordereaux, carrier files, supplier invoices, delivery notes. Whatever arrives in your inbox in nine shapes is the same job.Send us the messiest one you have.
Checking confirmations is a reading problem, not an ordering problem.
We build the reader for every maker's confirmation, then show your team only the lines that changed.
See everything we build-
Software -
Hardware -
Ways of working -
Whole ventures
Is this happening to you? Tell us the size of it.
Twenty minutes. We will tell you honestly whether the numbers justify doing anything about it.