AI monetization strategy: Pricing models for AI systems

AI has changed how software generates value and how it incurs cost. AI businesses must contend with unpredictable compute expenses, non-deterministic workloads, and rapidly shifting infrastructure. And as AI moves from simple assistance toward full autonomy, traditional billing assumptions no longer