I took it from an outside vendor’s proposal to a product I own end to end. The biggest growth wasn’t technical — it was learning to make the call on what to build, what to cut, and what “done” actually means.

The whole idea was to give the team one calm place to work. Data that used to be scattered across several monitoring platforms and spreadsheets now lands in a single, fast interface, so people spend their time on decisions instead of hunting for information.

Different roles need to see and do different things, so I built access control that admins manage themselves — no engineer in the loop to change who can do what. Getting that boundary right matters more than any one feature.

It has to be dependable, because the team leans on it daily. Everyone sees live updates in real time, automated testing catches regressions before users do, and I keep it fast as the workload grows.

I brought machine learning into the workflow too — forecasting site output and flagging equipment likely to fail in the next couple of weeks — so the team can act before something breaks, not after.