Factory Harmonizer brings together the best of human expertise, machinery, and automated machine learning to stabilize production processes for improved efficiency. The Factory Harmonizer platform ensures that all production line data is collected from various systems, processed, and monitored in one place. The three distinct modules: Harmony, Cycle and Soft sensors work seamlessly on top of the Factory Harmonizer Platform. Factory Harmonizer’s Harmony module is designed to assist manufacturing professionals in enhancing their production efficiency and sustainability. Harmony simplifies the management of production processes by providing improved visibility and control, presented to users in four user-friendly views. Factory Harmonizer’s Cycle module enhances batch process efficiency and product quality. It simplifies real-time control with intuitive tools and a comprehensive overview of historical and current batches. By automating model building, we eliminates manual processes, offering an intuitive interface for better understanding batch cycles. This proactive approach saves time, supports effective decision-making, and provides actionable insights to optimize operations. Factory Harmonizer’s Soft Sensor module offers continuous, real-time predicted values for variables that are costly or require a substantial amount of processing time, such as lab measurements. The constant oversight gained from the instant insights of an important measurement empowers operators and engineers to monitor and adjust processes instantly. This proactive approach aids in the early detection and prompt rectification of deviations for improved throughput and enhanced quality, e.g. by identifying subtle variations in chemical composition before they lead to production defects.