Which answer is your model not yet entitled to give?

Bring the decision your model is meant to support, together with the result you are least comfortable explaining. That might be a forecast whose evaluation knows too much, a recommendation that misses a declared constraint or a summary that removes the peak a user cares about. An initial outline should identify the intended user and the evidence question without exposing proprietary models or customer datasets. For a CTO mandate, describe the authority of quality review and how a limitation can change a release decision. For a board enquiry, explain the oversight need, preparation expectations and calendar alongside my executive responsibilities and beneficial interest. I would want those relationships assessed before protected discussions proceed. The first exchange should establish whether the organisation is willing to let a better-defined question change its preferred technical answer, and who owns the decisions that follow.