The problem
Customer conversations were spread across channels, while response quality depended on who happened to be online. The goal was speed without losing the brand voice.
The build
A structured response pipeline combines conversation state, retrieval, model calls, and guardrails. The result reduced response time by 94% while keeping the system observable and easy to tune.
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