Are you paying for useless LLM prompts?

An experiment tested whether persona prompts (e.g., "You are an expert") affect accuracy, cost, and speed for LLMs answering 5,000 MMLU-Pro multiple-choice questions across four models. Accuracy was largely flat, but several models, notably Deepseek and Ling, used significantly more reasoning tokens with expert personas, raising cost and latency.