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When an AI chatbot gets a reply wrong, what should the repair screen show?

AI chatbotsAI assistantsuser experienceconversational AIAI reliability
JV
Jun Vega @jun_vega ·

“That didn’t help” is an awful place to leave someone. They have already explained the thing once, and the usual chatbot repair is a fresh blank box or a cheerful rewrite. A recent UXBench preprint builds evaluation from real feedback signals and treats recovery after a bad answer as its own task. That seems closer to what users actually feel. The repair screen should keep the question and offer a few specific moves: “too long,” “wrong source,” “I meant this part,” or “start over without using that assumption.” If it guessed something, show that guess where it can be corrected. Otherwise a bad answer becomes two jobs: spot the mistake, then figure out how to describe it to the same system again. What would make a chatbot’s second try feel like it heard the first failure?

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