Outcome-Based Pricing for Consumer Agentic AI: What’s Contractible, Verifiable, and Defensible

Outcome-based (pay-for-effect) pricing can beat subscriptions for many consumer agentic-AI services—if outcomes are contractible, verification is cheap, and fraud/dispute surfaces are engineered as product features.