If they force an LLM on you, say that you are thrilled to use an LLM, give it a try and arrive at the conclusion that unfortunately LLMs are not up to the task. Bill the hours needed to arrive at that conclusion.
There's no need for software engineers to automate themselves away. Look at lawyers, they know how to bill and protect themselves.