Solving operational complexity.
We start with how work actually happens - across people, processes, data, and systems. We identify the friction worth solving, test a focused improvement, and use AI when it creates measurable value.
Trusted by
VitalLaw®
Our products
Where operational friction shows up
The first useful step is making the everyday problem visible.
Information is scattered across systems, files, and teams.
Skilled people spend time on repetitive manual work and checks.
Decisions are delayed because the full picture is hard to assemble.
Critical know-how depends on a small number of people.
Gaps between existing systems create extra work and risk.
What we do
We solve real operational problems - with clear thinking and solid engineering.
Start with the problem
Find the real problem
We dig into what's actually slowing you down - mapping friction, pinpointing bottlenecks, and validating improvements through focused pilots.
See how we startEngineering capabilities
How we work
Validate before scaling. Engineer for durability.
01Diagnose the friction
Understand the workflow, people, systems, data, and constraints. Separate symptoms from root causes.
02Define a focused test
Choose a problem that matters and can be tested without disrupting the wider organization.
03Build with the people closest to it
Create a working pilot using real data, real workflows, and feedback from the people who know the process.
04Measure what changed
Compare the pilot with the current way of working using agreed measures such as time, manual effort, errors, or decision speed.
05Decide the next move
Scale, adjust, or stop based on evidence.
AI as a pragmatic capability
We build AI solutions grounded in your data and validated for real-world impact. Not demos - tools your team will actually use.
Explore our AI practiceTechnology stack
25 years of large-scale projects taught us to specialize.
We're not afraid of challenges and bold ideas - tell us about your plans,
and we'll find the right solution for your business.
Languages & tools
Frameworks & platforms
Selected work
Long-term partnerships with operationally complex organizations. Anonymized for confidentiality - the challenges, approaches, and outcomes are real.
34 projects across 8 industries and application areas. Long-term partnerships built on trust and measurable operational results.
View selected workWhat our partners say
60+ experienced professionals.
Our team is made up of specialists, seniors, and experts. Every engineer brings years of hands-on experience in enterprise systems, AI, and complex integrations.
Leadership
Our leadership combines long-term engineering experience with responsibility for decisions that have to work in production. The focus is not on technology adoption as an end in itself, but on understanding where change creates value, what needs to remain stable, and what should be tested before wider commitment.

Piotr Dulak
Founder

Marek Gil
CEO

Rafał Botor
CFO
- Characterized by strong enthusiasm or devotion; passionate.
- Displaying intense commitment and determination.
Commitment that translates into results. Not emotionality - responsibility for the outcome. We act with conviction.
