The ADI idea provides the mathematical solution to a critical, costly problem in modern AI development: resource waste and service latency caused by vague, low-effort inputs. Our goal is to maximize the return on investment (ROI) of expensive Large Language Models (LLMs) by quantifying the quality of each request and intelligently controlling ...