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

[luke8974]

I am trying to improve my approach to llama.cpp and could use some practical advice.

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

Are there any settings, tools, or workflow changes that made a noticeable difference?