Book a fit call
Book the free 30-minute fit call

Or call 0161 543 7189

AGMM / Industries / Manufacturing

AI for manufacturing businesses: what does it actually change?

Not the machines, in most of the factories we are called into. The time and the margin go into the paperwork around them: re-keying orders into the ERP, reading supplier documents, chasing quality records and rebuilding job costs by hand. AGMM is an AI consultancy that builds the systems for that layer.

By Sam Wall and Adam Gillett · Checked on

Greater Manchester / UK and international delivery

Two papers from the work. Demonstration with sample documents. In the Audit we draw your real lines.

What we can prove, and what it proves

What can you check, and what does it not prove?

The nearest thing you can inspect today is how we run our own business. One of our knowledge bases holds the whole business written down, and every system in it is drawn on Inside AGMM, department by department.

It is here because a shop floor needs the same discipline: one record for every order, every supplier document matched to it, and a receipt for every run. The paper beside this text is the kind of record that discipline produces.

It proves the standard we build to, and nothing about your ERP, your scrap rate or your changeover times. We will not stretch it that far. What we have not done in manufacturing has its own heading below.

Demonstration. A sample works order, not a client document.

Process level, not hype

What does AI change in a manufacturing business?

Three things, concretely. It reads documents that used to need a person: an acknowledgement, an advice note, a certificate of conformity, an invoice in a layout nobody has seen before. It answers questions across records never designed to be queried together, so asking how often this defect appears on this machine takes a minute instead of a week. And it drafts a first version of a quote, a works instruction or a non-conformance write-up that somebody then corrects.

What it does not do is run your factory. Scheduling against real capacity, applying pricing rules consistently and keeping one version of what was agreed are ordinary software problems with ordinary software answers, and most of the payback in a business your size is there rather than in a model. The government’s own advanced manufacturing plan makes a related point: adoption, it says, has so often stalled at the pilot stage.

The processes, in order

Where does the margin leak in a £1m to £50m manufacturer?

These six carry the time in nearly every make-to-order business we are asked to look at.

  1. 01

    Works orders and re-keying into the ERP

    The order is confirmed on one system and the works order raised on another. The same numbers, quantities and dates get typed twice more, and every re-key is a place a digit changes unnoticed.

  2. 02

    Supplier documents

    Acknowledgements, advice notes, certificates of conformity and invoices arrive in twenty layouts. Matching them to a purchase order is reading, judgement and typing, and one person is good at it.

  3. 03

    Quality records and customer complaints

    A part fails or a customer complains, and somebody writes it up into a folder, a form or an email thread. The cost is that nobody can say how often this happens on this machine without a week of digging.

  4. 04

    Job costing and the month-end

    Hours and materials sit on the shop floor and in the ERP, and the cost of a job is rebuilt in a spreadsheet once it has shipped. By then the overrun is history and the margin conversation is an argument.

  5. 05

    Scheduling around real capacity

    The plan is a whiteboard, a spreadsheet and the planner. A changeover, a late delivery and an absent operator move it daily, and the version customer services quotes from is Monday’s.

  6. 06

    Pricing made-to-order work

    A drawing arrives and somebody prices it from a spreadsheet, a memory of the last similar part and a supplier email. It carries the biggest number and the least written-down logic, which is why it comes last.

Now picture yours

The same work, three ways.

Works orders, supplier documents, quality and complaints, and job costing, in four departments, drawn the way most manufacturers run them, then organised, then agentified. Step through the real papers.

Operations Keyed once, not three times

  1. The order lands once.

  2. Numbers, quantities and dates entered once.

  3. Connected to the ERP you already run, not replacing it.

  4. Changeovers and late deliveries move the plan, not a whiteboard.

  5. Supervisors get the current plan.

  1. As it runs now

    The same order typed into two systems, supplier paperwork in twenty layouts, complaints chased through email, and job costs rebuilt by hand once the month is over.

  2. Organised

    Each order keyed once, every supplier document matched to its purchase order, every failure written up against the machine it happened on, and costs held against the job as it runs.

  3. Agentified

    Documents read and matched as they arrive, causes drafted from past cases for your engineer to confirm, and a cost report ready for the director without a week of digging.

A person decidesRuns on its ownBack with notesDemonstration. Sample documents, no client data. Timings compressed.

Sequencing

What should you automate first?

Not the loudest problem. The one with the largest number attached that you can change without stopping production. In most manufacturers that order comes out as the re-keying, then the supplier documents, then the quote.

  1. FirstRe-keying between the order, the works order and the ERP
  2. SecondSupplier documents, read and matched to the order
  3. ThirdThe made-to-order quote, once your rules are written down

Re-keying first because it is cheap, measurable within a fortnight, and every duplicate entry removed takes an error class with it. Supplier documents second, because reading and matching them is the largest pile of human attention in most goods-in offices. The quote third, because it carries the biggest number but cannot be built until your rates and margin rules are written down, and writing them down is the real project.

Pricing systems sit on quoting and estimating software, planning on scheduling software, and the document chasing on business process automation. Which is true for your business is what the fourteen-day constraint audit establishes, from your figures rather than a sector benchmark.

Integration

Does this mean replacing the ERP or MRP you already run?

No, and we will usually argue against it. The ERP holds the parts, the stock, the costing and the financial record, and replacing it is a year of disruption with the return at the far end. The process problem that sent you looking for help is almost never solved by the replacement. It is solved by the thing nobody built around it.

The pattern that works is narrow: leave the system of record where it is, build the missing step next to it, read what it needs, write back what it produces, and document the join. That holds whether you run Sage, an older MRP package or a set of spreadsheets that has become the system of record without anyone deciding it should. Where a system has no interface at all, the audit puts a number on that rather than promising it away.

Programmes and public support

What will Made Smarter pay for?

Made Smarter is the programme most UK manufacturers are pointed at, and worth reading before you spend anything. What its own pages and the government plan say, as read on 21 September 2026:

  • Made Smarter Adoption

    Impartial technology advice, a digital transformation workshop and action plan, and match funded grants of up to 50 per cent towards hardware and software. Eligibility as published: 249 employees or fewer, turnover under £36 million or a balance sheet under £18 million, and operations in a supported region.

    Its regional pages · read on 21 September 2026

  • The cash cap is regional

    Several regions publish match funded grants of up to £20,000. The six-figure caps you will see quoted belong to Made Smarter Innovation, which funds technology development, not the adoption grants an SME applies for. Check your region’s page before you plan around a number.

    Support from Made Smarter · read on 21 September 2026

  • The government’s adoption plan

    A pathway it calls Scan, Pilot, Scale, naming Made Smarter, Innovate UK, BridgeAI and Make UK as its delivery infrastructure. It does not say what a pilot costs, which is the question an owner has.

    AI Adoption Plan for Advanced Manufacturing · read on 21 September 2026

AGMM is not affiliated with any of these programmes and holds no accreditation from them.

The commercial terms

What does it cost? The audit is £2,000, then a scoped build.

One published price and one invoice: £2,000 for a fourteen-day constraint audit, built around three sixty-minute sessions with the founders who would scope any build. You keep four documents whatever you decide: a constraint map, an AI opportunity map, an economic case per option, and a ranked order for spending.

A build is proposed afterwards in its own document, priced to the work. We publish no band for manufacturing, because the number is set by how many rules the system must hold and the state of the data. The audit fee is not credited against the build, so the recommendation is not paid for by the thing it recommends, and sometimes it is to spend nothing.

The full ladder is on what it costs. What other UK firms publish, sourced and dated, is on the AI consultancy cost comparison.

Boundaries

What this does not include

  • Hardware, machines, sensors, licences and subscriptions. Those stay in your name and AGMM takes no margin on them.
  • Replacing your ERP or MRP. If that is the answer it is an ERP project with an ERP budget, and we are not the right firm for it.
  • A guarantee of hours saved, scrap reduced or margin recovered. AGMM cannot evidence one in manufacturing, so it does not sell one.
  • Any regulated opinion. Quality accreditation, machinery safety, UKCA conformity and certification stay with the people who hold them.
  • Grant writing. We will tell you which programme to read, but we do not apply on your behalf.
  • The build itself. The £2,000 buys the diagnostic, and the fee is not deducted from a build.

Fit, stated plainly

Who this is not for

  • A manufacturer turning over under roughly £1m. The constraint is rarely big enough to repay a £2,000 audit, and an off-the-shelf package usually beats anything custom.
  • Anyone who wants a tool installed. The audit may conclude that the answer is a product you buy, and if so we name it and stop.
  • A business whose pricing rules live only in the owner’s head and who does not want that to change. Software cannot apply a judgement nobody will write down.
  • Anyone wanting predictive maintenance on machines with no service history recorded anywhere. That project starts with recording.
  • Anyone who needs work started next week or wants a free strategy document. The audit runs fourteen days by design and the diagnostic is paid, deliberately.

If that is you, the straight answer is an off-the-shelf package or a cheaper tool, and the fit call will say so in thirty minutes rather than after an invoice.

The limits of our evidence

What we cannot show you yet

AGMM has no published manufacturing case study. Not a redacted one, not an anonymised one, not a logo. There is no factory we can name, no line we can point at and no percentage we can stand behind, and until that changes we are not going to write one.

What exists is Inside AGMM, and it proves one thing: that we can build systems that keep an auditable record of every run. Everything else here describes your world and how we work, not results in your sector. AGMM was incorporated in April 2025 and most of what it builds sits inside client systems we cannot publish. The day we have a manufacturing artefact you can open, it goes at the top of this page.

Across the business

Which departments does this touch?

Works orders and the plan are Operations and delivery. Supplier paperwork is Suppliers and procurement, costing and the month-end figures are Finance, and the quality record feeds Leadership. Customer complaints are Customer service, and a made-to-order quote is Sales. The audit looks across all of them.

Questions before a call

Frequently asked questions

Is AI only viable for large manufacturers?
No, but the reason is unglamorous. Most of what pays back in a £1m to £50m manufacturer is not a model on the shop floor. It is removing the re-keying between the order, the works order and the ERP, and reading supplier documents automatically.
Does this mean replacing our MRP or ERP?
Almost never, and we will argue against it. Your ERP holds the parts, the stock and the financial record, and replacing it is a year of disruption. The cheaper answer is to leave it running and build the missing process around it.
Which manufacturing use cases pay back fastest?
The fastest are where the same information is entered twice by a person, and where a document has to be read and matched. We will not publish a ranked list with percentages, because we have not measured it across enough manufacturers. The audit ranks it using your figures.
How long does a first project take?
The audit is fourteen days, fixed. A first build is scoped to weeks rather than months, because the point is to get something running in a real process. Anything longer before you have shipped once is needless risk.
Will Made Smarter fund this?
Made Smarter Adoption is the programme to read. As published on madesmarter.uk and read on 21 September 2026, it offers eligible SME manufacturers advice, a workshop and diagnostic, and match funded grants of up to 50 per cent towards hardware and software, with the cash cap set regionally. Read your own region’s page.
What happens to the people doing this work now?
That is your decision, not one the software makes. The work we remove is re-typing, chasing and looking things up, and the people doing it are normally the ones the business could least afford to lose. If your plan is headcount reduction, say so in the audit.
How do I know if my business is ready?
Three questions. Can you say what a job cost after it shipped, without a week of work? Does the same number get typed into more than one system? Could a customer be told a realistic lead time by somebody other than the planner? Any no is a process problem worth measuring.

Start with the constraint

Find what is worth changing before you fund a build.

Thirty minutes, free, nothing bought on the call. Bring one job you think cost more than it should have and we will say whether the problem is the re-keying, the paperwork or the plan. The audit is £2,000 if it fits, and we will tell you if it does not.

Book the free fit callCall 0161 543 7189
  1. MessyHand-offs lost in inboxes
  2. OrganisedEach job has a clear owner and step
  3. RunningRoutine hand-offs run; exceptions reach a person
Lit: Operations and delivery, where the call starts. The audit then looks across all twelve departments for constraints, weak points and money to save or earn.