Pharma Predictive Maintenance — AI Integration Layer for Pharmaceutical Manufacturing

Current pharmaceutical QA operates reactively: an OOT/OOS result triggers a deviation investigation, root cause analysis follows late, and the cause was already active long before detection. Our platform shifts this paradigm to predictive intervention: the AI layer detects emerging deviations before they materialise, correlates signals across previously siloed systems, and recommends preventive action. The end state is closed-loop self-improving manufacturing — automated execution with human approval.