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From tickets to conversations: rethinking support automation

March 28, 2026 · 7 min read · Avery Chen

Tickets were a workaround for slow email. Customers don't want tickets — they want *answers*. The shift from ticket-first to conversation-first systems is the biggest unlock in support since live chat.

Three principles

  1. Ground answers in your docs, not the model's memory.
  2. Escalate on sentiment, not keyword.
  3. Measure resolution, not response time.