Your Customer Service Bot Is Slow Because It's Single-Threaded

This article highlights that single-threaded customer service bots are slow due to sequential LLM calls, causing up to 12 seconds latency. It proposes a parallel sub-agent pattern with LangGraph and LangSmith to execute research tasks concurrently, significantly reducing response times to around 6.5 seconds.