When a regulator asks why your AI approved this loan, denied this claim, or flagged this patient, you need three things: a logged decision trail showing what the model saw and what it decided; an explainable model where you can explain why it made that decision; and documentation created before the request, showing that you tested the system before it went live. Organizations building this now treat regulation as routine. Those that don't will f…