Why auditability matters more as AI becomes ubiquitous
As analytical capability becomes widely available, evidence lineage and human accountability become more important.
The institutional question is not simply whether intelligence can generate a plausible answer. It is whether a team can verify the source, understand uncertainty, challenge the conclusion and preserve who made the final judgement. Auditability is therefore part of decision quality, not an administrative add-on.