Exercises: AI Product and Transformation

Concept Drills

• Explain when not to use AI.
• Explain KPI vs metric.
• Explain pilot vs production rollout.
• Explain ROI assumptions.

Product Drills

• Map a current-state process.
• Identify pain points.
• List AI and non-AI solutions.
• Prioritize opportunities by impact, feasibility, cost, and risk.
• Define KPIs.
• Estimate ROI.

Failure Drills

• Describe what happens if the AI is wrong.
• Identify risks that would stop the project.
• Identify adoption blockers.
• Identify data readiness blockers.

Output

• Current-state map.
• Opportunity matrix.
• ROI model.
• Risk register.
• Implementation roadmap.