What is AI Cost Optimization? AI cost optimization is the practice of reducing the cost of using AI models while maintaining the quality, speed, and reliability your applications require. For organizations that consume AI through APIs or hosted platforms, the largest costs often come from model selection, token usage, request volume, subscription pricing and overage costs.