An AI development agency working with Dundee businesses
Every Dundee business is being told to "do something with AI". Far fewer are told what, specifically, is worth doing. ZeroPixel is a UK development agency that builds working AI systems for companies across Scotland — not strategy decks, but software: assistants that answer real customer questions, automations that clear real backlogs, and AI features that make your product genuinely better.
The games industry that started at Abertay and the life sciences research at Dundee's universities give the city a technical reputation out of all proportion to its size. In sectors like games development, life sciences and higher education, the practical wins are already clear: hours of routine reading, writing, and processing that a well-built AI system does in seconds, with a person staying in control of what goes out the door.
We've been building with large language models since the current generation of AI became viable for production use. The engineering matters: the difference between an AI demo and an AI system your business can rely on is evaluation, guardrails and integration — which is exactly the work we do.
Where AI actually pays off in a Dundee business
The best first AI project is rarely the flashiest one. It's the repetitive, rule-bound work your team does every week — answering the same enquiries, extracting data from documents, drafting routine content. That's where we start, because it's where the return is measurable.
Find the right first project
A short working session on where your team's hours actually go. We'll tell you honestly which processes are ready for AI and which aren't — sometimes the answer is 'not yet'.
Build a working pilot
A focused build on your real data and real workflow — not a generic demo. You see it handling actual work before committing to a full rollout.
Ship it, measure it, extend it
We integrate the system into the tools your team already uses, measure the hours it saves, and extend from there. AI that isn't used is just an invoice.
AI systems we build for Dundee companies
Four kinds of AI work cover most of what Dundee businesses need — all built on your data, integrated with your tools, and owned by you.
AI assistants & chat
Customer and staff assistants that answer from your actual documentation and policies — with guardrails, escalation to humans, and none of the making-things-up.
Workflow automation
AI that reads, classifies, extracts and drafts — clearing inbox triage, document processing and data entry that currently eats staff hours.
AI features in your product
Search that understands meaning, smart summaries, generation tools — AI capabilities built into your existing website or app, not bolted on.
Company knowledge systems
Ask questions across your contracts, manuals and policies and get sourced answers — your organisation's knowledge, finally searchable.
Why Dundee businesses trust us with AI
- Engineers, not evangelists
- We build software for a living. AI is a tool in that work — we'll tell you when it's the right one and, just as importantly, when it isn't.
- Your data stays yours
- Systems are built with data privacy as a design constraint — UK/EU data handling, provider agreements that exclude training on your data, and full ownership of what we build.
- Production-grade, not demo-grade
- Evaluation suites, guardrails, fallbacks and monitoring come as standard. The difference shows up the first time the system meets a question you didn't script.
- Measured in hours saved
- Every project is scoped against a measurable outcome for your Dundee business — hours recovered, response times cut, backlogs cleared — so you know whether it worked.
AI development in Dundee — common questions
What can AI actually do for my Dundee business?
The reliable wins are in language-heavy routine work: answering repeated customer questions, processing documents, drafting content, and making your internal knowledge searchable. In games development, life sciences and higher education — the sectors that dominate the Dundee economy — that's typically hours per person per week. The honest answer for any specific business takes a conversation, which is exactly what our free consultation is for.
How much does AI development cost?
A focused pilot — one workflow, your real data, working software — is typically a four-to-five-figure project depending on complexity, quoted fixed before we start. Full product integrations are scoped individually. Ongoing costs (model usage, hosting) are set out transparently up front; they're usually far smaller than people expect.
Is our data safe with AI systems?
Handled properly, yes — and handling it properly is part of the build. We use enterprise agreements under which your data is not used to train models, keep processing in appropriate jurisdictions, and design systems so sensitive data goes no further than it needs to. You get that in writing as part of the scope.
Do we need our own data science team to use this?
No. We build systems your existing team uses through the tools they already know — a chat panel, a button in your CRM, an automated step in an existing process. We hand over documentation and training, and we stay on for support. Nothing we build requires you to hire specialists to keep it running.
Why hire a development agency for AI rather than an AI consultancy?
Because the hard part is the software. Getting value from AI means integrating it with your website, your CRM, your documents and your workflows — which is development work. ZeroPixel builds web applications and AI systems with the same team, so Dundee businesses get one supplier for the whole thing instead of a strategy firm and a dev shop pointing at each other.
Will AI replace our staff?
In our experience it replaces the worst parts of their jobs — the repetitive reading, writing, and copying between systems — and gives the hours back to work that needs judgement. Every system we build keeps a person in control of anything that leaves the business.
AI Development beyond Dundee
We work with businesses across Scotland and the rest of the UK — and we build more than one kind of thing for them.
Ready when you are, Dundee.
Tell us what you're trying to build — we'll reply within one working day with an honest take and a clear next step.