Can it work?
Architecture tests the data, integrations, operating constraints and implementation path.
How I work
The same four phases apply whether the system is an ERP, an operational platform or an AI workflow. Timing depends on the work.
Four phases
Phase 1
I start by naming the operational problem, who it affects and why it matters now. I talk to the people doing the work and look at the tools and data they use today. Operational reality becomes clear, testable requirements. We decide what to build first and what can wait.
Phase 2
I design the data, integrations and workflows before code begins. Screens are shaped around the tasks people repeat every day.
Phase 3
The application, integrations and business logic are built and tested. Where it helps, AI is added with a human review step.
Phase 4
The system is released with care for existing data and continuity. The team receives a system they can run, with documentation and handover.
Behind the method
Architecture tests the data, integrations, operating constraints and implementation path.
Product and UI/UX decisions follow the real tasks, reviews and handovers of daily operations.