Before evaluating this recommendation change, draft the acceptance policy with the product owner. Separate forbidden outcomes from graded usefulness. Define the population, rubric, sampling unit, important slices, uncertainty method, and stop rules. Freeze the approved policy, then evaluate the candidate and baseline. Report pass, fail, or insufficient evidence without relaxing the thresholds.