7 Prompt Mistakes That Sabotage AI Outputs—and How to Fix Them

Prompts fail because models follow the most probable interpretation of ambiguous instructions, not the intended one. Key mistakes include burying critical instructions mid-prompt, skipping role specification, and using vague constraints. Each error has a specific fix, such as leading with the task and labeling context fields.