How do you improve deployment when working with Natural Language Processing?

[ryanthefuture]

I have a question about Natural Language Processing that may be useful for other people working with it too.

I am particularly interested in deployment and prompt design. 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?