Design AI solutions with the appropriate managed services, data controls, evaluation strategy, and responsible AI requirements. Apply it to the developer platform with documented ownership and validation.

Give every team unrestricted access to all training data. This weakens low operational overhead and creates operational fragility.

Start with custom model training before validating managed or prebuilt options. This leaves avoidable risk for the developer platform.

Skip evaluation until users complain about model behavior. This ignores a core requirement of the objective.