What AI can do · Manufacturing & industrial
AI in Manufacturing Businesses
Most of what gets written about AI in manufacturing is about the factory floor. The work that actually pays in a business your size is usually in the office: the quoting, the documents and the knowledge that lives in a few people’s heads. Here is what is genuinely running in businesses like yours.
13 things AI is doing here
- 01Winning work3
- 02Doing the work3
- 03The paperwork your customers demand5
- 04What your business knows1
- 05Keeping customers1
Proven 1Working 9Early 3
Hear one working
This is the quotes desk, answering at six in the morning.
Not a recording and not a video of one. Press call and put an RFQ in the way a buyer would, to a contract shop we set up to show you. It takes the whole request properly the first time, and it will not price it for you.
- Ask for a price on 200 aluminium brackets and watch it take the RFQ instead.
- Say the date is hard and see what it does with that.
- Say the part is for aerospace and watch it flag a compliance check.
After-hours line
BlackSig Machining
Dana, quotes desk
0:00
It is a demo, so the shop is made up. Calls are capped at three minutes.
Tap any of these to see what it does and what it takes. Add the ones that sound like your business and we will show you the system they add up to.
Winning work
Becomes Quote and Pipeline System
Quote from the customer’s drawing, not from scratch
Reads the whole RFQ package, including PDF drawings, spec sheets and line lists, and fills in the quote skeleton: part, revision, material, quantities, finish, tolerances, the special requirement buried on page six.
- What changes
- How long it takes to get a quote back out, and how many RFQs the same estimating team can answer. It also catches the requirement someone would have missed.
- What it takes
- An intake point for the emails or portal, your archive of past quotes to compare against, and an estimator who checks every output. It does not need a tidy ERP, which is why it is usually the easiest place to start.
For exampleA 40-page RFQ lands at 4pm on Friday. Monday morning the estimator opens a quote that already has the parts, materials and quantities in it, and a flag on the customer’s unusual finish requirement.
It does the reading and the recall. It does not price the job. Every deployment worth copying keeps a person on the price.
Find the last time you made something like this
Takes a new drawing and finds the closest job you have quoted or built before, with what actually happened: real hours, real scrap, real margin, who the customer was.
- What changes
- Estimating accuracy rather than just speed. It attacks the "we have definitely made one of these, but nobody can find it" problem that makes estimators start over or pad the number.
- What it takes
- Your archive of old drawings and quotes, often twenty years of PDFs sitting on a file server, plus job costs from the ERP if they can be trusted.
For exampleA drawing comes in for a bracket. It finds the 2019 job that was nearly the same, where you ran 14 percent over on hours, so this time the number reflects that.
Underquoting is the main margin leak in make-to-order work, so this one is usually worth more than anything that only saves time.
Read a 200-page spec and tell you what you cannot meet
Works through a customer specification clause by clause, produces a compliance matrix, flags what you would have to take exception to, and drafts the proposal narrative around it.
- What changes
- The unbilled sales engineering hours a big bid eats, and the number of exception clauses that get missed or mispriced.
- What it takes
- The specification, your own standard exceptions and boilerplate, and an engineer who reviews it.
For exampleA municipal bid arrives with a 180-page spec. By lunchtime you have a clause-by-clause matrix with four requirements flagged that your shop cannot hold.
Treat it as a first draft an engineer signs off. A wrong compliance answer in a contract is expensive, and it will occasionally claim compliance you do not have.
Doing the work
Becomes Production Flow System
Turn whatever the customer sends into an order
Reads incoming purchase orders in any shape they arrive, email, PDF, scanned fax, spreadsheet or portal download, maps their part numbers to yours, checks price and lead time against the quote, and produces an order ready for the ERP with the exceptions flagged.
- What changes
- Hours spent on order entry, entry errors, and how fast a customer gets an acknowledgement. For distributors this is often the single biggest clerical cost in the business.
- What it takes
- A reliable map between customer part numbers and yours, which is where these projects stall, and an ERP you can write into.
For exampleA customer emails a purchase order as a photo of a printout. It comes back as an order in your ERP, with their part numbers mapped to yours and a price difference flagged.
An older on-premise ERP with no way in turns a six-week project into a six-month one. Worth checking before anything else.
Catch the supplier slip before your customer does
Reads supplier quotes, acknowledgements, shipping notices, mill certificates and invoices, checks them against the purchase order, and flags price changes, lead time changes and short shipments.
- What changes
- The usual pitch is invoice processing cost. The real value is finding out three weeks early that the material date moved, while you can still do something about the promise you made.
- What it takes
- Document intake, purchase order data from the ERP, and someone who owns the exceptions when they are raised.
For exampleA mill acknowledgement quietly moves a ship date by nine days. You find out on Tuesday, not the week the job is due.
Assemble the certification paperwork
Pulls together the quality and certification documents a job needs, drafts procedures and audit responses against what your records actually show, and points at the evidence for each answer.
- What changes
- The scramble before an audit, and the hours a quality manager spends assembling packets that mostly already exist somewhere.
- What it takes
- Your document library and quality records, and an owner who checks every answer against the evidence.
For exampleThe audit is in three weeks. Instead of a fortnight of assembling packets, you get drafted responses with the record behind each one attached.
Only useful if every statement is tied to a real record. An answer it made up is worse than no answer in an audit.
The paperwork your customers demand
The generic list stops here. These are the documents your customers and auditors require, which no ERP produces and which quietly consume your best people.
Becomes Compliance Document System
Balloon the drawing and fill the first article forms
Numbers every feature on the drawing and builds the inspection forms against them, ready for a quality engineer to verify.
- What changes
- The single most hated repetitive job in an aerospace supplier, done with zero tolerance for error and no room for judgement.
- What it takes
- The drawing, your inspection results, and a quality engineer who checks the output.
For exampleA 120-feature part gets ballooned and the forms populated in an afternoon instead of over two days.
Worth knowing the standard moved: since Rev C in June 2023 a signature on the first form locks all three, and the form now asks for a reason for a full inspection where it used to ask only for partial ones.
Answer where the metal was melted
Pulls country of origin and material content out of your mill certificates and ties it to the parts you ship.
- What changes
- Whether you can answer a customer or customs question in an afternoon rather than a fortnight in a filing cabinet.
- What it takes
- Your mill certs, which are usually PDFs and paper, and the part records they belong to.
For exampleA customer asks for the metal content and origin on a part family, and you answer from records rather than guesswork.
Catch controlled work at intake, not at shipping
Reads incoming drawings and packages for markings that mean the file is controlled, and routes it correctly from the moment it lands.
- What changes
- Where export control actually fails, which is a print sitting in a shared inbox, not the shipment at the end.
- What it takes
- An intake point everything passes through, and a policy for what happens when something is flagged.
For exampleA print marked as controlled is quarantined on arrival rather than forwarded to three people and a supplier.
For defence work this stopped being a policy question: since November 2025 the cybersecurity requirement arrives as a contract clause rather than an aspiration.
Trace what an engineering change actually breaks
Compares drawing revisions, then sweeps for everything downstream that just went stale: control plans, routers, gauges, work instructions, open orders.
- What changes
- The quiet failure where a revision lands and three documents keep referencing the old one. Spotting the change is the easy half; the sweep is the half nobody does.
- What it takes
- Version-controlled documents and a link between drawings, routings and open jobs.
For exampleA tolerance change flags the two open work orders and the gauge that no longer checks the right thing.
Keep up with eight customer portals
Watches the portals your larger customers make you use, pulls down what arrived, and gets shipment notices out in their format on time.
- What changes
- Chargebacks and scorecard damage. The shipment notice is the one that bites: late or mismatched and you pay for it.
- What it takes
- Credentials for each portal and a mapping to your own part numbers and orders.
For exampleEight portals, eight formats, and the notices go out on time without one person owning all eight logins.
What your business knows
Becomes Institutional Knowledge System
Keep what your retiring people know
Turns decades of setup sheets, travellers, job notes, emails and recorded walkthroughs into something the rest of the shop can ask questions of, in plain language, on the floor.
- What changes
- How long a new hire takes to get useful, and whether the answer to "how did we do this last time" leaves with the person who knew it.
- What it takes
- Somewhere to put the material, a few hours of the experienced people’s time, and a habit of recording what they already explain out loud.
For exampleA newer hire hits an old setup at 9pm. Instead of calling the foreman at home, they ask and get the answer, with the original setup sheet attached.
US Census data shows over 40 percent of manufacturing employment now sits in firms where at least a quarter of workers are 55 or older, up from 14 percent in 2006. This is the use case with a clock on it.
Keeping customers
Becomes Account Retention System
Know what you have installed out there
Builds a record of what you have shipped, to whom, when, and what it will need, out of your own order and service history, then prompts the aftermarket work that follows.
- What changes
- Service parts and aftermarket revenue that is currently only captured when a customer happens to call.
- What it takes
- Order history, service records and warranty data, which usually live in three different places.
For exampleYou find out you have 340 units in the field over eight years old, and which customers own them, before somebody else sells them the replacement.
Most manufacturers this size have no installed-base record at all, so this often starts as building the record rather than analysing it.
What you just built
Nothing picked yet.
Add anything above that sounds like your business. They group into the systems we build, so by the time you reach the form you are sending us a scope rather than a question.
Being straight with you
What AI is not doing here yet.
It will not fix your ERP data
Anything that depends on part numbers, routings or costs being right will inherit whatever is in there. Projects that read documents succeed far more often than projects that trust the master data.
Predictive maintenance and vision inspection are a different job
Both are real and both work, but they belong to the plant floor, with sensors, controls and machine vendors. They are not what a firm like ours builds, and we would tell you to talk to your equipment supplier.
It cannot quote for you
Pricing a job is judgement about capacity, relationship and risk. Everything above makes the estimator faster and better informed. None of it replaces them.
Where to start
Which of these is worth doing first in your business?
That is the whole question, and it is what a roadmap answers. Tell us how your business runs and we will come back with what we heard and where we would start.
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