As Artificial Intelligence models become increasingly integrated into critical infrastructure and decision-making processes, the imperative for robust engineering frameworks centered on constitutional AI becomes paramount. Implementing a rigorous set of engineering metrics ensures that these AI entities align with human values, legal frameworks, an