A three-year strategy. No working code.
Guidelines take years to write. Technology changes every quarter.
Gdańsk · software engineering & AI
You bring the problem.We deliver a working system.
We build software and deploy AI for businesses and public institutions. From automating a single process to running a production system.
info@4dim.euReply within 2 business days
- 01Discovery
- 02Prototype
- 03Deployment
- 04Operations
The starting point
We know the scenario
A big vendor. An even bigger lock-in.
One cloud, one partner, endless licences. Switching costs more than deployment.
“Let’s do something with AI.” But what?
There’s pressure and a budget. What’s missing is someone who can say what makes sense.
We start with the problem, not the technology. And we quickly show whether a solution works.
01 / Our approach
From conversation to a working system
Every stage ends with a concrete result. After each one, you decide whether to move forward.
- 01
1–2 days
Discovery
A workshop with your team to map the process, data and constraints. We tell you where AI makes sense, and where it doesn’t.
What you getA short report: the problem, our recommendation, costs and risks of the next steps.
- 02
2–6 weeks
Prototype
We build a working proof of concept using your data.
What you getA working prototype and a clear assessment: deploy or stop.
- 03
depends on scope
Deployment
We take the prototype into production: security, integrations, monitoring and GDPR.
What you getA system running in your environment, with documentation and source code.
- 04
ongoing
Operations
We monitor, improve and develop. Or hand everything over to your team.
What you getPeace of mind, without dependency on us.
You don’t have to commit to everything at once. Most projects start with a single workshop.
What we build
02 / Who we help
Who we work with
Public sector
Resident assistants, public information search and application processing. Delivered in stages, built on open technology, with data hosted in the EU.
Small and medium businesses
Not sure what to do with AI? We’ll start with the process that takes up the most time and see how we can make it easier.
Industry and technology
Prototypes, data processing systems and infrastructure for ML models. For problems that need an engineer, not a presentation.
03 / Our work
Built in production, not in slide decks
Selected project / since 2022
Artflow
An AI image and video generation platform that we co-built and operated from 2022.
We were responsible for the entire stack: backend, ML model pipelines, Kubernetes infrastructure (AWS EKS), databases, CDN, payments and user support.
Engineering from end to end
01Application & API
02ML model pipelines
03Infrastructure & data
04 / Our principles
How we approach technology
Open technology
Open source and open models wherever possible, including Polish models such as Bielik and PLLuM. The code belongs to you.
Data stays in Europe
EU hosting or your own infrastructure, on-prem. GDPR from day one.
No vendor lock-in
Every solution has an exit path. Documentation and knowledge transfer are part of every project.
Small steps, not grand plans
We work in stages. Each ends with a working result and a decision about what comes next.
05 / Contact
What would you like to improve?
Tell us about a process that takes too much time or a system you’re missing. A few sentences are enough to start a conversation.
Email us directly
info@4dim.euWe’ll reply within 2 business days
We’ll suggest a first step in our reply. Usually, that’s a short conversation or a discovery workshop.
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