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