The First AI Win: A 14-Day Operating Playbook
A two-week playbook for creating one measurable AI workflow improvement without creating new sprawl.
The first AI win should be small enough to ship and important enough to change behavior.
The failure pattern
Teams pick a flashy use case, spend weeks debating tools, and end with a demo that never enters the workflow.
The 14-day playbook
Days 1–2: choose one painful workflow with a named owner.
Days 3–4: map current handoffs, systems, and decisions.
Days 5–7: design the AI-assisted step and define success.
Days 8–10: run the workflow with human review.
Days 11–12: compare before/after evidence.
Days 13–14: decide keep, fix, stop, or expand.
The right first win
Look for repeated work, clear data sources, low regulatory risk, and an owner who wants the result.
One action this week
Name the workflow before naming the tool. If the workflow owner cannot define success, it is not the first win.
If you want an outside operator view of your own workflows, agents, owners, risks, and 90-day plan, view diagnostic details.