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Production conversations can reveal customer needs the original agent was not…

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x.com
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LangChain@LangChain

Production conversations can reveal customer needs the original agent was not designed to handle. @LATAMAirlines found that 13% of messages to its Concierge agent were being classified as out of scope. After reviewing production traces, the team discovered that 95% were legitimate passenger needs. Adding a customer-care specialist reduced the out-of-scope rate from 13% to 1% and improved the return rate by 6%. Learn how LATAM Airlines and other CX teams are using production feedback to improve agent performance: https://t.co/9tgMzf99HU

Why it matters

Out of scope classifications are a place to look for demand, not just a failure metric.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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