Agents that finish the job
Multi-step work done end to end: gather, check, act, follow up. Human checkpoints are designed in wherever a decision matters, so nothing important happens unreviewed.
AI development
We're Codebased, a UK software studio. We build practical AI into the tools your business already runs on: assistants that answer from your data, documents that read themselves, drafts written for you, and agents that finish whole jobs, always with a human in the loop.

What it is
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.
We hold ourselves to the same rules we build for clients: AI used deliberately, under senior review, with your IP and data protected at every step. Read exactly how we use AI.
What you get
Real capabilities we build into businesses, each tied to a clear, practical outcome rather than a buzzword.
Multi-step work done end to end: gather, check, act, follow up. Human checkpoints are designed in wherever a decision matters, so nothing important happens unreviewed.
Quotes, replies, reports and summaries written as first drafts by AI and finished by a person. It's how our own product Toolbelt AI works, and it gives hours back every week.
Get information out of paperwork without the typing. We extract and classify the contents of invoices, forms, contracts, emails, photographs and scans, then push the clean data straight into your systems.
Ask questions, get answers from your own documents, policies and systems, not the open internet. Built with guardrails so it says "I don't know" instead of guessing.
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.
Phone lines answered, calls transcribed and spoken interfaces for hands-busy work. Useful where typing was never realistic, with a person always reachable behind it.
How we work
We keep AI projects grounded. We prove an idea is worth it before committing to it, then build, measure and improve in the open.
We dig into where the real friction and cost sit, and what a good outcome would actually be worth to you.
We test the approach on your real data with a small, fast prototype, so you can see the value before committing budget.
Senior engineers turn the prototype into reliable, secure software, integrated into your tools and built to be maintained.
We track it against the numbers we agreed, then refine it as your data and needs change, so it keeps paying off.
Why Codebased
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.
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.
We build AI that runs reliably day after day, with the testing, monitoring and engineering rigour of any serious system.
You work directly with experienced engineers from our Staffordshire base, with no hand-offs to juniors after the pitch.
We are careful about where your data goes and design to keep sensitive information in your control, in line with UK GDPR.
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.
We stay on to support and improve what we build, and to help your team understand and own it for themselves.
FAQ
Straight answers on data, results and how AI fits into what you already run.
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.
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.
Left alone, yes, and confidently. That is why nothing we build ships on trust: answers are grounded in your data, risky actions get a human checkpoint, and everything is reviewed by a senior developer, tested and monitored in production. Read exactly how we use AI on our blog.
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.
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.
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.
Related services
AI rarely stands alone. It works best as part of well-built software, and we can help with all of it.
Bespoke systems built around your processes, ready for AI to plug into where it helps most.
Learn more →Vision, forecasting and prediction models trained on your data. The other half of this story.
Learn more →Bring ageing systems up to date so they can hold the data and connections AI needs to work.
Learn more →Talk through where AI could help your business in a free, no-obligation call with our team.
Book a call →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.
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