AI & machine learning

AI that does real work, not a demo.

We're Codebased, a UK software studio. We build practical AI and machine learning into the tools your business already runs on, automating the manual jobs, sharpening the forecasts and making sense of your data, so it actually earns its keep.

Trusted by established UK businesses

  • James Hardie
  • Olympian
  • PD Industrial

What it is

Practical AI that solves a problem, not AI for the sake of it.

There is a lot of noise around AI right now, and plenty of projects that look clever but change nothing. We take the opposite approach. We start with a job your business needs doing, then work out whether machine learning, a large language model or a much simpler tool is the right way to do it.

This is the right fit if your team loses hours to repetitive admin, if you are making important decisions on gut feel, or if you have years of data sitting in spreadsheets and systems that you have never been able to put to use.

Whether the result is AI woven into your existing software or a new tool built around it, the aim is the same: something measurable that makes the working day easier and the business stronger.

What you get

The kinds of AI work that actually pay off.

Real capabilities we build into businesses, each tied to a clear, practical outcome rather than a buzzword.

Automating manual work

Hand the repetitive jobs to software. We automate the data entry, routing, checks and follow-ups that eat into your team's day, so they can focus on work that needs a person.

Forecasting and predictions

Turn your history into foresight. We build models that forecast demand, flag the orders or customers worth your attention and help you plan stock, staffing and cash with more confidence.

Document and data processing

Get information out of paperwork without the typing. We extract and classify the contents of invoices, forms, contracts and emails, then push the clean data straight into your systems.

LLMs in your own tools

Put a large language model to work on your content, not the open internet. We build assistants and search that answer from your documents, policies and data, with guardrails you can trust.

Smarter search and matching

Help people find the right thing fast. We add search that understands meaning, not just keywords, and matching that connects the right product, record or person automatically.

Integration with what you have

No rip and replace. We connect AI into your current software, databases and third-party services through clean, well-documented integrations, so it slots into how you already work.

How we work

From a real problem to proven value.

We keep AI projects grounded. We prove an idea is worth it before committing to it, then build, measure and improve in the open.

1

Start with the problem

We dig into where the real friction and cost sit, and what a good outcome would actually be worth to you.

2

Prove it works

We test the approach on your real data with a small, fast prototype, so you can see the value before committing budget.

3

Build it properly

Senior engineers turn the prototype into reliable, secure software, integrated into your tools and built to be maintained.

4

Measure and improve

We track it against the numbers we agreed, then refine it as your data and needs change, so it keeps paying off.

Why Codebased

Software engineers who happen to do AI well.

Plenty of people can wire up a model. The hard part is building it into a real business and making it last. That is what we do.

No hype, honest advice

If AI is not the right tool, we will say so. We would rather lose a project than sell you something that does not deliver.

Production, not experiments

We build AI that runs reliably day after day, with the testing, monitoring and engineering rigour of any serious system.

Senior, UK-based team

You work directly with experienced engineers from our Staffordshire base, with no hand-offs to juniors after the pitch.

Your data stays protected

We are careful about where your data goes and design to keep sensitive information in your control, in line with UK GDPR.

Focused on the bottom line

We care about time saved, errors cut and revenue won, not how clever the model is. The result has to show up in the business.

Partners for the long run

We stay on to support and improve what we build, and to help your team understand and own it for themselves.

FAQ

Questions we hear about AI projects.

Straight answers on data, results and how AI fits into what you already run.

How do you decide where AI is actually worth using?

We start from a real business problem, not the technology. We look at where your team spends time on repetitive work, where decisions rely on guesswork and where data is sitting unused. If a simpler approach would do the job, we will tell you. AI only goes in where it clearly earns its place.

Is our business data safe?

Data protection is built into how we work. We are clear about where your data is processed and stored, we keep it within trusted UK and EU infrastructure where that matters, and we design so that sensitive information is never sent anywhere it does not need to go. We handle everything in line with UK GDPR.

Do we need a huge amount of data to get started?

Not always. Some of the most useful work uses large language models and ready-made services that need little or no training data. Where a custom model does need data, we are honest early about whether you have enough and how to fill any gaps, so you never invest in something that cannot work.

Will adding AI disrupt our existing systems?

No. We integrate AI into the tools and processes you already use, and we roll it out gradually so your team can keep working throughout. You stay in control, with the ability to review and override what the system does while everyone builds trust in it.

How do we measure whether it is working?

We agree what success looks like before we build, usually time saved, errors reduced or a clear commercial number, then measure against it once it is live. If the results are not there, we adjust or stop. You should be able to point to the difference it has made.

Can you work alongside our in-house IT team?

Yes. We work well as an extension of an existing team. We fit in with your standards and ways of working, document what we build and share knowledge as we go, so your people can confidently own and maintain it afterwards.

Got a job AI could do?

Tell us about the work that slows your business down. We'll give you honest, practical advice on whether AI is the right answer and where to start, with no obligation.