Understanding exactly how chatbot responses will change when system changes are made can be difficult. Recent research shows that for LLMs in particular, extremely subtle changes in a prompt can result in dramatically different responses. Leveraging AI to generate Variants for your Tests enable you to understand exactly how any change has impacted the chatbot.
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