We've all seen AI fail in customer service. But how should your AI system apologize to actually repair trust?Recent research on "AI Apology" highlights that as we deploy more customer-facing AI—from support chatbots to hospitality robots—we must intentionally design how they recover from mistakes.

A poorly designed apology can severely damage the user's perception of your system, while a good one makes the AI seem more trustworthy and easy to work with.If you are building or adopting AI for customer interactions, here is a practical, research-backed framework for designing effective AI apologies.