APEP AI BUSINESS OPPORTUNITY CANVAS Customer segment: Pain/problem: Current alternative: AI capability used: Human value added: Proposed service/product: Proof of demand: Delivery workflow: Required tools: Estimated delivery cost: Target price: Differentiator: Risks/constraints: First validation experiment: Success metric: Next decision: RULE: validate a painful customer problem before investing heavily in the technology.