A practical builder who speaks operations.
Hi, I'm Marcin Tutajewski. I started Peak Intelligent Systems to help companies get real, measurable value from AI without hiring an in-house team or a big consultancy.
My background is doctoral research in neural networks and time-series forecasting, most recently spiking neural networks: models that, like the brain, only act when something is worth acting on. Long before generative AI I was modelling what happens next: demand curves, customer churn, and problems hidden in years of sensor data. Since then I’ve built language-based systems that work on real company documents, and led engineering and data science teams from a rough idea to something a business depends on.
I don't work as a consultant who advises from a distance. I join your team for the project, sit with the people doing the work, and build alongside them, the way forward-deployed engineers do. You'll talk to the person who builds your automation, not an account manager. I'll tell you plainly when something isn't worth automating, and I price projects up front so you know the cost before any work starts.
That background shapes how I work. A forecast should say how sure it is, and an automation should show its work. I’d rather tell you a project isn’t worth doing than build something your team can’t trust.
- BackgroundDoctoral research in neural networks and forecasting; engineering and data science leadership
- Strongest skillsDocument and workflow automation, AI agents with human approval steps, forecasting, measuring results
- Past workDemand and churn forecasting, anomaly detection in industrial sensor data, production systems that answer questions from company documents
- IndustriesFinance and lending, manufacturing and industrial operations, data-heavy professional services
- Working withCompanies across the United States, remotely
Four principles behind every project.
Embedded, not advising
We work inside your team and your tools, close to the real problem, until the result is live.
Outcomes first
We agree on the number we're trying to move before any code is written.
Small steps
One workflow at a time, so you see progress early. No year-long transformation programs.
People stay in charge
Automation handles the routine. Your team reviews exceptions and makes the decisions.
Let's see if we're a good fit.
A 30-minute conversation about your operations. If I'm not the right person to help, I'll say so.
30 minutes. No slides, no obligation.