A tightly scoped AI proof of concept takes two to eight weeks and ends in a go, revise or stop call. How it differs from a prototype, MVP and pilot, how to choose the first use case, the seven steps, success metrics, why PoCs fail and market costs of $10,000 to $75,000+.