A static HACCP plan is a compliance liability. The operational upside comes from automating the monitoring of Critical Control Points (CCPs)—like temperature, pH, or metal detection—using data from PLCs, scales, and vision systems. A custom orchestrator, built with frameworks like LangGraph, ingests this real-time data, compares it against CCP limits, and automatically logs any deviation as a structured event in a system of record like a Quality Management System (QMS) or SAP. This eliminates manual logbook entries, ensures immediate capture, and creates the trigger for the next workflow stage.




