Real business value comes from choosing the right solution, not following the latest trend.
In many cases, traditional methods or simple automation are more cost-effective and reliable than complex AI systems.
As an AI Engineer with 4 years of hands-on experience, I help companies make that critical call — and then build the solution that fits. My work spans from developing LLM-based systems at Poland’s largest bank to designing scalable AI infrastructure for high-growth startups.I start by understanding your real business problem — not your AI wishlist.
If AI can drive meaningful value, I’ll help you implement it in the most cost-effective way.
And if AI isn’t the right tool for the task, I’ll help you find one that is.


I help companies cut through the AI hype and focus on what actually works. From strategy to scalable systems — I design practical AI solutions that solve real business problems. Whether you're exploring RAG, building agentic AI, or upskilling your team, I’m here to guide you every step of the way.
Assess AI opportunities and create actionable roadmaps with clear ROI projections for your business.
Custom AI systems built for your needs - RAG, agentic AI, MLOps
Hands-on AI workshops for your team. Learn practical skills you can implement immediately.

Tell me about your business problem, goals, and current setup. We'll explore if AI is the right solution and what approach makes sense.
15 minutes - free!

Comprehensive analysis of your needs, technology options, and constraints. I'll ask the right questions to understand your business context.
60 - 90 minutes

Detailed roadmap with technology recommendations, timeline, budget scenarios, and clear next steps. Ready to execute or shop around.
Detailed document + follow-up call
Real AI implementations across banking and telecom sectors - from RAG systems to automated workflows

From data analysis to AI engineering - hands-on expertise in enterprise AI solutions

Strategic sessions, requirement gathering, and solution design across multiple production implementations
