What is ticket deflection?
Ticket deflection is the share of customer questions that get resolved without ever creating a ticket. The most common form is a customer finding an answer in the help center before opening chat. The newer form is AI answering in the chat widget before a human agent picks up.
How it is measured
A clean measurement is hard. One approach: count the number of customers who searched the help center but did not open a conversation, divided by total searchers. Another: A/B test the AI's first reply (resolve vs handoff) and measure the difference in ticket creation.
The economics
Compare the full cost of assisted resolution with a human-handled request, including software, usage, maintenance and repeat contacts. A request that never becomes a ticket is not automatically a successful resolution or a zero-cost interaction.
The trap
Optimizing deflection in isolation produces worse outcomes if the deflected customers are the highest-value or highest-urgency ones. Always pair deflection with CSAT on deflected interactions; if CSAT drops, the deflection is masking failures rather than solving them.
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