Map a repetitive task and test a safe AI-assisted workflow before relying on it.

Map the current process

Record its trigger, inputs, decisions, output, and exceptions.

Choose a low-risk pilot

Start with a draft or summary instead of an irreversible action.

Make outputs predictable

Provide examples, define a structure, and specify what happens when information is missing.

Add human review

Require approval for external messages, payments, and account changes.

Measure outcomes

Track correction time, failure cases, cost, and completion rate before expanding.

Editorial note: This guide is for general educational purposes. Verify important claims with authoritative sources before publication or action.