How do you improve cost control when working with llama.cpp?

[claramountai]

I have been exploring llama.cpp and wanted to ask people who have tried it in practice.

I am particularly interested in cost control and learning curve. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What trade-offs have you found between quality, speed, cost, and reliability?