100% agreed. I've used GPT professionally and we would try out different hosts, AI21, etc. and it there were always clear quality issues with just re-using your prompt and hyperparameters. Some of that was down to other models being lesser quality, but we'd also need to re-tune prompts when upgrading to new OpenAI models for the best effect. It turns out that LLMs aren't quite a commodity.