AI Strategy & Governance for Business Leaders

Roll Out with a Way Back

Plan a small, observable adoption sequence with staff training, feedback, rollback, and change control.

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The curriculum

  1. Start with the Process, Not the Tool — Free preview

    Select a bounded workflow using evidence, reversibility, and consequences.

  2. Draw the Data and Accountability Map — Free preview

    Identify what enters the workflow, where copies travel, and who owns each control and decision.

  3. Turn Vendor Claims into Evidence — Sign-in access

    Ask precise security, service, and exit questions without confusing a sales response with a verified control.

  4. Measure Useful Work, Not Output Volume — Sign-in access

    Evaluate missing facts, unsupported claims, and reviewer burden against a baseline.

  5. Calculate the Cost of a Usable Result — Free preview

    Build a transparent cost model with human review, retries, setup effort, and explicit assumptions.

  6. Make Human Review a Real Control — Sign-in access

    Design review authority, evidence, workload limits, and escalation so approval is more than a checkbox.

  7. Roll Out with a Way Back — Sign-in access

    Plan a small, observable adoption sequence with staff training, feedback, rollback, and change control.

  8. Present the Harbor Pilot Decision — Sign-in access

    Assemble the evidence into an honest go, revise, defer, or stop recommendation that another manager can inspect.