I work on custom AI agent development, intelligent automation, LLM application development, RAG pipelines, enterprise AI search, AI copilots, system integrations, and cloud-native AI applications. Every project starts with the business problem and expected outcome - not a particular tool.

I work with startups, growing businesses and product, engineering or innovation teams inside larger organizations. I can support an initiative from early AI use case discovery through architecture, implementation, deployment and team enablement.

No. You can start with a repetitive process, operational bottleneck or product opportunity. I help assess its potential value, data requirements, technical feasibility and risks before proposing an AI proof of concept or MVP.

Yes. AI solutions can be connected with existing APIs, databases, internal tools, cloud services and business platforms. The architecture is designed around security, observability, maintainability and the way your team already works.

My core stack includes Java (Spring Boot), Python (FastAPI), and React, deployed on scalable cloud platforms. Depending on the project I work with LangGraph, LangChain, RAG, vector and semantic search, MCP servers, prompt engineering, containerized AI applications, and agentic workflows. Technology is selected based on the problem rather than trends.

A typical engagement begins with AI use case discovery and feasibility assessment, followed by a clearly defined outcome. We agree on scope and milestones before moving through prototyping (AI proof of concept or MVP), implementation, testing, deployment, and knowledge transfer.

Cost depends on scope, integrations, data readiness and production requirements. After an initial conversation I can recommend a focused AI feasibility assessment, an AI proof of concept, a fixed-scope implementation, or ongoing cooperation.

Yes. I deliver practical AI workshops, corporate AI training, and responsible AI training for business teams, developers, and engineers. Topics include generative AI, LLM applications, AI agents, and agentic workflows. Format and depth are adapted to the audience.

Yes. I work in both English and Polish and am available in Warsaw, across Poland, and internationally. Remote cooperation is fully supported for clients and teams worldwide.

I reply to new inquiries within 1 business day. During an active engagement, response times are agreed upfront as part of the scope.

Most engagements are priced as a fixed-scope project fee agreed after the discovery call, so you know the total cost upfront. Longer advisory relationships can run on a monthly retainer. Payment is by invoice via bank transfer, with terms confirmed in the proposal.