AI systems discovery and technical direction
Find the valuable problem, constrain risk, and define what success means before build begins.
AI systems consulting · Gdańsk / global
Build AI systems that hold up outside the demo.
I help product and engineering teams turn ambiguous AI opportunities into reliable systems, clear decisions, and shippable work.
Selective engagements start at 10,000 PLN / €2,500.
Where I help
Judgment, architecture, and delivery.
Production-grade agentic workflows and retrieval systems
Design and ship grounded workflows where quality, evaluation, and human judgment are first-class.
Architecture review, delivery recovery, and engineering leadership
Unblock a difficult delivery: clarify architecture, restore execution discipline, and move a team forward.
How engagements work
Paid discovery
Understand context, constraints, economics, and the system around the AI.
Scoped delivery
Turn decisions into a focused architecture and delivery plan with accountable outcomes.
Stay involved where it matters
Continue as technical lead or advisor only when ongoing leverage is real.
Good fit
- A product, operations, or knowledge-work problem with real complexity.
- A team ready to make decisions, provide context, and own outcomes.
- A paid discovery phase before implementation is committed.
Not here for
- Marketing websites, prompt packs, or a quick chatbot for its own sake.
- Unscoped work where success, ownership, or budget are undefined.
- A request to replace engineering judgment with AI-generated output.
Start cleanly