deterministic vs probabilistic pricing
Pricing AI products with mixed deterministic and probabilistic workflows
The evolution of agentic AI has introduced a fundamental architectural challenge that directly impacts pricing strategy: how to value systems that combine deterministic rule-based logic with probabilistic AI reasoning. Unlike traditional software where inputs reliably produce identical outputs, or pure AI systems priced solely on inference costs, mixed workflows create