I'm pretty confident that if LLMs were made 100x more energy efficient, we would just build bigger LLMs or run more parallel inference. OpenAI's GPT-5 Pro could become the baseline, and their crazy expensive IMO model could become the Pro offering. Especially if that energy efficiency came with speedups as well (I would be surprised if it didn't). The demand for smarter models seems very strong.