Tokenmaxxing And AI Inference Cost Curve

Enterprise AI focus has shifted from capability to inference cost, which now dominates operational budgets. Inference costs dropped 280-fold but usage has risen dramatically. Leaders must budget at the tokens-per-task level, avoid single-provider deployments, implement semantic caching, and build token-level observability to manage reliability and latency.