A new monitoring framework uses artificial intelligence to track wastewater treatment quality in real time. This system identifies contamination spikes before treated water reaches discharge points. Researchers developed the tool to prevent safety failures and optimize chemical usage. It offers a practical blueprint for industrial sensors to automate environmental compliance and risk mitigation.