I design AI-enabled systems inside enterprise software.
Architecture, integration patterns, and operational tooling for organizations running on Dynamics 365 Business Central and the wider Microsoft platform. I build durable systems — the kind that outlast a single feature cycle.
A handful of systems I've built or rebuilt — usually inside organizations where the previous attempt didn't hold up.
A cross-project knowledge base built from 500+ Functional Design Documents, powering internal Copilot agents over years of ERP implementation history.
An AI-assisted pipeline that turns transcripts and project documentation into structured ERP design artifacts — built for repeat delivery, not one-off generation.
Python ETL pipelines moving a heavily customized Dynamics NAV environment to Business Central, with discrete stages for safe iteration and lower cutover risk.
A custom ERP built around a wine distributor's actual operations. Still in production more than a decade later — the durability case study.
A normalization pipeline converting heterogeneous supplier price sheets into searchable, ERP-ready records — canonical fields, validation, structured export.
Architecture for AI-enabled enterprise systems.
Twenty years inside beverage alcohol technology, ERP delivery, and Microsoft platform work. The engagements I take on are the ones where the architecture has to outlast me.