That really strongly depends on your task. Lots of tasks can accept a non-zero failure rate in return for better results on the successful cases. I'm not sure I can think of any off the top of my head where you'd use a LLM and can never deal with a failure, particularly if you're using an external service where you're guaranteed to have to deal with errors or downtime at some point.