I started with a local system using llama.cpp on CPU alone and for short questions and answers it was OK for me. Because (in 2023) I didn't know if LLMs would be any good, I chose cheap components https://news.ycombinator.com/item?id=40267208.
Since AWS was getting pretty expensive, I also bought an RTX 3060(16GB), an extra 16GB RAM (for a total of 32GB) and a superfast 1TB M.2 SSD. The total cost of the components was around €620.
Here are some basic LLM performance numbers for my system: