What's everyone's experience with AI evaluation/testing tools?

Hi everyone, I was wondering what experiences people have with AI evaluators. I’ve mostly used the AI models as they are and haven’t done a lot of fine-tuning or evaluating.

What tools do people use, if any? And what benefits/issues do people have while using them?