Effective automation begins with fully digital, well-defined processes, not with robotics or scripts.
Hybrid workflows involve manual handoffs, reconciliation processes, and data integrity risks that weaken automation efforts.
By transitioning to end-to-end digital workflows, organizations establish the foundation needed for reliable automation, advanced analytics, and robotics in GMP environments.
Source: Based on industry practices and regulatory guidance covered in Computerised System Validation: The GAMP 5 Approach (ECA Foundation & ECA Academy).


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