PAWEŁ DOBRZYŃSKI
AI enables more.
Selected work
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 →
About
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.
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.
ITIL '07 · PRINCE2 '08 · AWS Solutions Architect '18 · 20 years hands-on