A sensor, AI and cloud-based monitoring capability I designed and now offer to wastewater treatment plants (PTAR) — the most recent step in my career's progression from PLC-level control into AI-driven industrial monitoring, built on the same instrumentation-to-decision systems approach used across two decades of automation projects. This page describes a service offering built in 2025; the figures below are the offering's projected benefits, not results measured on a completed deployment.