Assessment: AI Product and Transformation

Explain

• How do you decide whether AI is necessary?
• What makes a good AI use case?
• How do you define success for an AI product?
• What should a pilot prove?
• What risks should be tracked?

Build

• Design an AI opportunity map.
• Design a KPI framework.
• Design a phased implementation roadmap.

Debug

• Users do not trust the AI. What do you investigate?
• The pilot works but production fails. What changed?
• ROI is unclear. What assumptions do you inspect?

Completion Gate

• Can reject weak AI use cases.
• Can define KPIs and ROI.
• Can write a practical transformation roadmap.