AI solutions tailored to your company and your team. Built by a practitioner who doesn't consult from slide decks — he builds and maintains working systems.
Most companies that invest in AI end up with a tool nobody uses. Not because the technology is weak — it has never been better — but because the people who design the system don't do the work the system is meant to improve.
The person who closes your month-end in 90 minutes is that fast because she's done it two hundred times. She knows which line items move, which exceptions matter, and which vendor always sends the wrong invoice. None of that is written down. None of it survives a slide deck for the vendor. And none of it finds its way into a prompt on its own.
So the vendor builds something elegant. The employee quietly goes back to her spreadsheet. Six months later the system is shelfware and the budget is gone.
I build with the people who do the work. The system that ships is the one already running in their hands — minus the parts a machine does better.
I don't consult from presentations. I build and maintain production AI systems — from process automation to entire applications.
I build automation systems on n8n with AI agents — and where low-code ends, I write custom microservices: APIs, scrapers, document converters.
I process hundreds of thousands of documents — PDFs, scans, mixed formats: extraction, structuring, semantic search.
Applications and backends built agentically (Claude Code + MCP) — always under the control of architecture, specifications and tests.
I design MCP servers, fine-tune and select models for specific tasks, and take care of security and cost control.
Ready for AI in your company?
Book a free consultationFrom the first call to a working system — four stages, each with a clearly defined scope.
A 30-minute conversation about your processes. I point out where AI is likely to pay back fastest — no strings attached.
I work with the people who do the work every day. Together we pick the use cases with the highest return.
I build iteratively, starting with the area that pays back fastest. First results show within a few weeks.
I maintain and evolve the running system — and if you want, I train your internal automation team to build independently.
The scope and price of each stage are agreed before it starts — you know what you're paying for and what you'll get.
Real projects: what I built, for whom, and the results.
Over 200 workflows on one platform — marketplace automation across 6 countries, agentic product research, custom microservices and an internal automation team trained to work independently.
Read the case studyA self-updating base of 538,000 tax interpretations, hybrid search, a research agent and opinion drafts. From ~12 hours of work to ~2 minutes.
Read the case studyThe tool that lets AI agents build working n8n automations — 22,000+ GitHub stars, 100,000+ users and 1.1M+ workflows built, including at Deutsche Telekom, PayPal, Mercado Libre, MIT and NYU. Built entirely agentically.
Read the case studyCost invoices arriving across seven team inboxes are found, read, de-duplicated and filed automatically — into a Google Drive archive and a Google Sheets register that's ready to hand to the accountant. Twelve connected n8n automations.
Read the case studyTwo World Bank workstreams in Romania's energy sector — ~100,000 heterogeneous energy certificates (photos, OCR PDFs, spreadsheets) consolidated into one Postgres database with heavy LLM extraction, and the 2021 census turned into accurate heating maps across all 42 counties. Delivered ahead of deadline.
Read the case studyI build and ship production AI systems — from agentic process automation, through MCP servers and model fine-tuning, to document-analysis pipelines. I'm the creator of n8n-mcp — an open-source tool that lets AI agents build n8n automations on their own.
I help organisations move from AI experiments to architecturally coherent, maintainable production systems. I add the most value where a team and processes already exist — automation then scales the work of many people, not one person.
Book a free strategic consultation and discover what AI can do for your company.
or write: romuald@aiadvisors.pl · +48 695 263 884