How I work
I look for delay, rework, manual handling, and coordination gaps before deciding what to automate.
I care about edge cases, fallback behavior, service routing, logs, and whether the system survives real use.
Automation · Systems · Operations
> I turn messy workflows into working systems.
Operations-minded automation builder in Calgary. I self-host, integrate, script, debug, and ship practical tools that reduce manual work.
About Andy
Built from real operational pressure.
I understand backorders, handoffs, priority shifts, and imperfect systems — then translate that friction into automations people can actually use.
Find me
Reach out or follow along on social platforms.
