Most audit firms start with a focused pilot — a small team, a defined engagement scope, a single audit cycle. The pilot proves out methodology fit, time savings and reviewer acceptance before broader rollout. Implementation and customer success teams support the pilot end-to-end. By the second engagement, the AI has learned the firm's checklist patterns and the time savings become measurable. By the third engagement, the workflow is normalised.
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