AI model costs are deceptively simple on the surface—even with inference costs declining 95% annually according to ARK Invest—but the actual bill tells a different story. Between input tokens, output tokens, cached pricing, fine-tuning fees, and the infrastructure to run it all, most teams discover their AI spend is 2–3x what they expected.