Fragmented digital environments—MES, LIMS, CMMS or ERP systems—lead to inconsistent data, slow batch release decisions and audit unpreparedness. GMP sites struggle with inefficiency and reduced operational visibility when real-time reporting, integration and KPI dashboards are absent or not unified across execution platforms.