validation

Trust is easy to survey and hard to measure. The interviewer wants a composite built from behaviour, interpreted carefully, and validated against outcomes the business cares about.

Interrogate an impressive capability claim, choose a buyer and price the cost of being wrong before proposing a launch.

A small-sounding problem that becomes a big one at volume. The good answer explains why free-form generation produces malformed output and which controls make it near-impossible.