The next automation revolution is in your office.

What deserves your attention, what can wait, and how to work through one useful improvement with your team.

Illustrative manufacturing workshop with people working beside production equipment in warm amber light

By Tom Hirst Published 12 min read

Use the first-improvement worksheet

You know what a better process can do on the shop floor. The same question is worth asking in the office: where is useful work being held up?

Perhaps orders are entered twice. Quotes wait for missing details. Customers ring for updates that someone then has to chase. Your team keeps things moving, but it takes more effort than it should.

AI and connected software are changing what can be done about that. With so much noise around them, it can be difficult to judge what matters to your business.

This guide will help you separate the useful changes from the big claims, find one process worth investigating and decide whether an improvement is worth doing. These are the questions we work through with clients. You can use them with your own team, without commissioning anything from us.

01 — Put the change in perspective

The opportunity is real. The headline needs a closer look.

Office automation already moves records, sends reminders and applies rules. AI adds ways to work with less predictable material: reading an emailed purchase order, searching approved documents or preparing a draft reply. Connecting those tasks to your existing systems is where they can become useful in everyday work.

That deserves attention. It does not mean an AI announcement makes your business obsolete overnight. Product quality, delivery, judgement and customer relationships still matter. The question is whether avoidable office work is making those strengths harder for customers to see.

What do the figures actually tell us?

Adoption is still uneven. Make UK’s June 2026 report says just 2% of manufacturers surveyed had AI widely embedded across their operations. It describes much of the sector as being at an early stage. There is time to make a considered decision; the report does not suggest everyone else has already solved this. Make UK report summary.

Specific processes can improve substantially. In an October 2025 Microsoft customer story, NXP Semiconductors reported 75% less processing time and more than 400 hours saved monthly in a sample survey of six applications. This is a large manufacturer’s reported experience with connected apps and automation. It is a supplier-published case study, not an independent benchmark or a result attributable to AI alone. Read NXP’s example.

AI results vary with the work and the person. A study of 5,172 customer-support agents found a 15% average increase in issues resolved per hour with AI assistance. Less experienced staff benefited more; the most experienced saw small speed gains and small quality declines. This was customer support, not manufacturing, and the figure measures one activity. Generative AI at Work, revised November 2024.

When you see a claim of “20 times faster”, ask: which task, compared with what, and does that include checking? A document produced in seconds can still need careful review. Your useful number is the improvement across the job your team actually has to finish.

02 — Find a reason to look

Start where the friction is visible.

A competitor does not have to automate its whole business to become easier to buy from. If it responds to enquiries sooner, makes repeat ordering simpler or gives dependable updates, customers may notice. You can look for that gap without guessing which technology the competitor uses.

  • Before the enquiry: can a buyer find specifications, capabilities and the information needed to request a quote?
  • Between enquiry and order: where do missing details, approvals or repeated entry hold things up?
  • After the order: can customers get an accurate update or reorder without starting the conversation again?

Ask sales why recent quotes were lost, check how long customers waited for a useful answer and listen to recurring complaints. Price, capacity and product fit may explain more than the website. A new portal only earns its place if it solves a problem customers and staff actually have.

Some things can stay as they are.

A reliable process that takes a few minutes a month may need no attention. A complex quote may deserve an experienced person’s time. A spreadsheet with a clear owner, sensible checks and little duplication may be doing its job perfectly well.

Prioritise repeated delays, corrections, chasing and work that depends on one person remembering every detail. If you cannot identify a useful result, leave the technology decision until you can.

03 — Understand the work

Ask someone to show you the last order they handled.

Start with the people who do the work. Bring a recent ordinary example and one that went wrong. Explain that you are looking for avoidable work and missing information. Their workarounds often keep the business running; you need to understand what those workarounds protect.

These questions are a useful starting point:

  • What did you need before you could get started?
  • What did you have to copy, find, check or chase?
  • What did you know from experience that was missing from the record?
  • What happens with an unfamiliar product, changed quantity or unclear drawing?
  • Which checks would you keep, even if the process became quicker?

Then follow the example across the handovers. A simple page of notes is enough. Record who acts, which system they use, hands-on minutes, waiting time and any corrections. Check the notes with the people involved.

Illustrative trace · an emailed repeat order
  1. 01Arrives

    An order reaches a shared inbox. When does someone see it? Is the customer reference and required information present?

  2. 02Gets checked

    A colleague checks products, quantities and terms. Which checks follow clear rules, and which need their judgement?

  3. 03Gets entered

    Details go into the order system. What is retyped? Where do corrections or duplicate records come from?

  4. 04Gets confirmed

    The customer receives an acknowledgement. Does it wait for entry, a stock check or a delivery decision? Who chases it?

You may discover that entering the order takes four minutes, but it waits two days for missing information. Faster entry would help one task. A better enquiry form or clearer handover might address the larger delay. Following the whole route makes that distinction visible.

04 — Put a number against it

Count the checking. Count the upkeep.

Take a small sample across normal and busy days, including awkward cases. Use it to estimate the time spent now. During a trial, measure the same work again, including review and corrections. Keep waiting time separate from hands-on time: both matter, but they tell you different things.

Worked example · invented figures, not a client result

Would preparing repeat orders save useful time?

Monthly volume
200 orders
Current handling time
6 minutes per order
Trial time, including checks and corrections
2 minutes per order
Time released before upkeep
800 minutes per month
Monthly upkeep
80 minutes

12 hours released each month

200 × (6 − 2) = 800 minutes. Less 80 minutes of upkeep = 720 minutes, or 12 hours.

Those 12 hours are capacity you can use. They become a cash saving only if an actual cost changes, such as overtime. Otherwise, ask what the team could do with that time: clear a backlog, follow up quotes or handle more orders without adding the same amount of admin.

Put setup, licences, usage fees, support and your team’s implementation time alongside the benefit. Check how the result changes with lower volumes or more corrections. If review and upkeep consume the saving, the approach needs adjusting.

Also track what customers experience: time to a useful quote, accurate acknowledgements, corrections and calls chasing an update. Faster entry may support better service, but it does not by itself prove that you will win more business.

05 — Choose the approach

Check what you already have first.

Ask your current software supplier and your own team what is already possible. A feature you have not switched on, a better form or a supported connection may be enough. Use what you found in the walkthrough to choose:

Information arrives incomplete
Improve the form, product information or handover. Ask for the drawing revision or delivery requirement when the enquiry is made.
The same details are entered twice
Look at connecting the systems. Agree which record is authoritative, how duplicates are caught and who sees a failed transfer.
Staff interpret varied emails or documents
Try AI on a limited set of examples. It may prepare a draft, classify an enquiry or find information for someone to check.
Repeat customers cannot help themselves
Consider whether clearer information or a customer portal would help. Start with the task they repeat: reordering, finding documents or checking an order.

A single improvement may combine these. Our guide to connecting CRM and accounting software explains what to consider when information moves between systems.

06 — Keep the useful judgement

Decide where the system should stop and ask.

Your team knows when an old part code needs interpreting, a specification is unusual or a delivery promise needs checking. Write those situations down. They show where software needs a rule, better information or a person’s decision.

For a first trial, keep prices, product suitability, credit terms and delivery commitments with the people authorised to approve them. A tool can prepare a draft order while a colleague checks it against the original. An uncertain answer should be visible, with a clear route back to a person.

Use business-controlled accounts and only the information needed for the task. Check how the provider handles data before sharing customer records, drawings or commercial details. Explore unfamiliar tools with invented or appropriately redacted examples.

Agree who deals with errors, how they find out and how work continues if the connection fails. Keep the existing route available during the trial. The person using the new process needs to understand its limits and know who can help.

07 — Make the first step specific

Write down what the first version must do.

Turn the findings into a short brief that your team or a supplier can work from. Give it a clear start and finish. Describe what staff and customers will see, which systems it touches, who approves decisions and what is outside the first version.

Agree a trial using representative orders, including duplicates, missing information and failed transfers. Compare total handling time and accuracy with the current process. Write the success criteria before the trial so a quick demonstration cannot stand in for a useful result.

Ask for setup and ongoing costs, an implementation timetable, your team’s required input and a named owner after launch. Then decide whether to proceed, adjust the scope or leave the process alone. A trial that rules out a poor fit has done useful work.

08 — Use it on your own business

A worksheet for your first improvement.

Choose one recurring frustration and work through these eight questions with someone who handles it. Short notes are enough to start. The download also includes a process log and the time-saving calculation. Use it internally or with any supplier; there is no sign-up.

Download the worksheet

Plain text — open in any text editor or paste into a document.

  1. 01

    What is the recurring problem?

    Describe one task and who it affects. What does the customer or a colleague notice? What evidence makes it worth looking at?

  2. 02

    What really happens now?

    Ask the people doing the work to show you recent examples. Note every handover, system, repeated entry, wait and exception.

  3. 03

    How much could we gain?

    Use real volumes and handling times. Include checking, corrections and upkeep in the new approach. Record waiting time separately and say what you would use the released time for.

  4. 04

    What would the first change cover?

    Write its starting point, finishing point and what stays as it is. Choose one result to improve while keeping accuracy and customer commitments under control.

  5. 05

    Can we do it with what we already have?

    Check your process, current software and supplier options. Compare these with connecting systems or adding AI. Ask your own team what they can take on.

  6. 06

    What needs a person or a fallback?

    Name the approvals, sensitive information and unusual cases. Decide who sees a failed transfer or uncertain answer, and how work continues without the tool.

  7. 07

    How will we know it works?

    Agree a representative trial, including awkward cases. Set a measurable target, an accuracy check, a review date and conditions for stopping or changing course.

  8. 08

    Who will own it, and what will it cost?

    Name the person delivering it and the person looking after it. Include setup, licences, usage, support, training and the input needed from your team.

09 — Take it from here

These are our questions. You can use them too.

This is how we begin when we sit down with a client: understand the work, talk to the people doing it, identify a useful change and make the solution clear before anyone commits to building it.

I wanted to share that process because you may already have the people and tools to take this forward. If your team can solve the problem, use the guide to help them do it. You do not need to bring in an agency for something you can comfortably handle yourselves.

If you reach a part you need help with, we can work alongside you: check an idea, connect existing systems or scope and build the agreed improvement. You may need help with just one part of the process.

The aim is to leave you clearer about what matters, what can wait and what to try next. Our work with manufacturers and industrial suppliers is there if you want support taking that next step.

Want a hand with one part?

You might need a second opinion, help connecting two systems or someone to build the improvement. Tell us where you’ve got to and what you’d like help with.