Decision systemsData platformsApplied AI
PAWEŁ DOBRZYŃSKI
AI enables more.
Selected work
/ proof over promises
AppMaker
A spec + governance layer for AI-assisted development — PRD-to-test traceability, constitution-enforced rules, and deterministic gates, shipped as an open-source Claude Code plugin.
- production-validated
- 29 smoke-test suites
- externally audited
- MIT open source
Read the case study
Cassie
Clinical case-management platform run by a 46-tool AI agent — one conversation across calendar, email, documents and accounting. Built and developed with AppMaker, in production.
Read how its agent works
Chat agents
Conversational agents for real operations — mostly in the health industry — built on top of the systems teams already run. The chat is the interface; the system underneath stays the source of truth.
Read about the agent types
About
/ the long way here
Twenty years of making systems make decisions.
I build decision-support systems, data platforms and applied AI for organisations doing complex operational work — always hands-on, always grounded in how the work is really done. These days that means agents with real tools, and the engineering discipline to trust them.
ITIL '07 · PRINCE2 '08 · AWS Solutions Architect '18 · 20 years hands-on
2026
AppMaker — open source
A spec + governance layer for AI-assisted development. Built in the open, validated in production.
2023 —
CTO, mgctech (Monica Garcia Consulting)
Leading the technology side of a UK insurance-protection consultancy: Cassie, ClaimCompass, applied-AI systems teams can actually run.
2015 – 2023
Lean Data Machine — independent consultant
Eight years of decision-support and data-platform consulting: BI portals, cloud data platforms, pipelines from source systems to the decision layer.
2012 – 2015
Information Team Lead, MATCHESFASHION
Led the data team through the high-growth years (~£10m valuation toward a reported £800m by 2017). Re-platforming across Salesforce, SAP Hybris, NAV, node.js, Mule ESB, AWS.
2006 – 2012
City of London — decision-support & data engineering
Business-process optimisation across shipping, international corporations and consultancies — plus a year travelling the world in the middle of it.
Origins
Electronics, Poland
Specialised in neural networks and process optimisation long before they were fashionable. Still the same two obsessions.
Writing
/ latest essays
Contact
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