How do you improve collaboration when working with AI APIs?

For How do you improve collaboration when working with AI APIs?, I would separate the problem into setup, output quality and repeatability. collaboration and apis fits into that because it can change the result quite a lot depending on the workflow. The original point — "There are several ways to approach AI APIs, so I wanted to compare experiences. I am particularly interested in collaboration and quality versus speed. I would like to compare app…" — gives a useful starting point for that comparison.