In the realm of model verification, ensuring traceability and repeatability is paramount for achieving Modeling & Simulation (M&S) credibility and development efficiently. This paper explores challenges and solutions for expressing complex model Verification & Validation (V&V) workflows that ensures readability while still enables automation, parallelization and advanced customization of verification activities. This paper contributes a practical solution that is evaluated through a detailed implementation within an in- house developed multi-purpose automation and Verification & Validation (V&V) framework.