Prompt desensitization faces a utility-privacy trade-off: the more thorough the desensitization, the less context available to the model, and the more pronounced the decline in answer quality; for tasks that highly depend on complete context, such as code completion, legal document analysis, and medical question answering, the room for desensitization is extremely limited.