Token Budget Estimation Trend 2026

Token budget estimation predicts the total tokens a prompt and its expected response will consume. Developers use it to optimize API costs and avoid request failures in large language models. Software engineers and AI product managers benefit most, as it enables efficient resource planning, smoother scaling, and cost-effective deployment of conversational AI applications.