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A prompt that worked well on one chatbot falls oddly flat on a different one.
What you'll have at the end
The same prompt rewritten so it gets an equally solid answer on both chatbots
You need
A prompt you already send to a chatbot for a real task, with 2 or more concrete rules about the reply (a length limit, a banned format, an exact line it must end with), plus access to a second chatbot from a different provider to test it on.
Not covered
Getting two chatbots to agree on facts or reasoning quality. This only closes the gap in format and instruction-following, never which chatbot's underlying answer is more correct.
Leans on
Have a chatbot rewrite your own messy prompt for you
If the rules you need are still fuzzy rather than a fixed checklist like this recipe assumes, get a chatbot to help sharpen the prompt itself first.
Pin a chatbot to one output format
If both chatbots already agree and the only problem is one drifting to a different format run to run, that narrower fix is the one to reach for instead.
Checked 15 Aug 2026
Part of the Prompt Engineering cookbook