Where should an AI fitting agent show uncertainty before recommending?

Fit Receipt keeps the person in control:
code protects product facts and pricing, while JEV weighs bounded trade-offs and shows uncertainty when the evidence is weak.

Where should an AI fitting agent explain its reasoning, and where should it leave room for personal preference?