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Which CPMAI phase validates that the model satisfies business requirements before deployment?

Evaluation

The Evaluation phase is about validating that the model meets the business requirements before it goes live. In CPMAI practice, this step tests whether the model’s performance, risk, interpretability, and overall impact align with the defined business criteria and stakeholder expectations, and it secures the necessary sign-off before deployment. This distinguishes it from other phases: data preparation centers on cleaning and organizing inputs, monitoring tracks performance after deployment, and deployment is the act of releasing the model to production. So, before deployment, Evaluation ensures the model actually delivers the required business value and adheres to constraints.

Data Preparation

Monitoring

Deployment

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