What backend tech stack do you use for AI applications?

Planning on building an AI app for a specific use case. NGL, it is essentially a GPT wrapper - LLM with RAG and memory and maybe some tool calling. I cannot find any unified backend for all of this. So figured, I will ask you guys if there is any firebase like service that can scale and unify all the AI backend or what tech stack you all use?