AI API costs unpredictably spike during peak hours, making production workload budgeting impossible

Teams building on large language models face 2x price increases during peak hours with no predictable way to schedule or optimize their inference costs. Current solutions force developers to either overpay for guaranteed capacity or risk service degradation, making it impossible to maintain consistent margins on AI-powered products. The lack of cost visibility and control directly impacts profitability for companies operating at scale.