Intelligent workflows in Chemistry, Manufacturing, and Controls (CMC) leverage artificial intelligence (AI), machine learning (ML), and automation to transform traditionally document-centric, siloed processes into data-driven, accelerated, and compliant operations. These workflows address the increasing complexity of regulatory dossiers and manufacturing, aiming to reduce development timelines and improve product quality

• Workflow orchestration – unifying process development, manufacturing, analytics and regulatory filing processes
• Power of ontologies and data models in workflow orchestration, enabling controlled vocabularies and dictionaries for enabling search, reuse, and consistent reporting
• Connecting software systems, instruments, equipment, IOT and people to create contextualized knowledge