How dataset updates should change your public page review

A dataset update should trigger a better question, not a new guarantee. Categories move, offer language changes, and weak promises become easier to spot.

Re-audit when you change price, niche, proof cadence, or first action. Save the old audit and compare the missing factors, share moment, and safety notes.

The product should earn trust by showing update boundaries: what changed, what stayed local, and what the snapshot cannot prove.