Deflection rates vary by category. Order status questions are highly deflectable; complaints and exceptions usually are not.
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Ticket deflection
Ticket Deflection Estimator
Not every ticket can or should be automated. Estimate how many monthly tickets could be deflected by category, and see what remains for the human team.
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Calculator inputs
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Assumptions
Use the estimate with the right caution.
Deflection only counts if the customer gets a correct answer without contacting a human. A bot that stalls the customer does not deflect anything.
The remaining ticket volume should be used to plan human staffing and escalation rules, not as a failure metric.
Why category-level estimates matter
Stores often ask what percentage of total tickets AI can handle. The honest answer depends on the mix. An order-status-heavy store can deflect more than a complaint-heavy store at the same total volume.
How to act on the estimate
Start with the highest-volume, highest-deflection category. Build that workflow first, measure the actual deflection, then move to the next category rather than launching all at once.
Source notes
Where to verify the final number.
Common questions
Frequently asked questions
What counts as a deflected ticket?
A ticket is deflected when the customer gets the correct answer through self-service or AI without opening a human-handled conversation. A chat that is auto-closed without resolution does not count.
Which category is usually the easiest to deflect?
Order status, when the AI is connected to live order data. Returns and product questions are next. Complaints, exceptions, and high-value orders usually need humans.
Should I target 100 percent deflection?
No. Targeting complete deflection usually increases bad experiences and repeat contacts. Most mature operations target 40 to 70 percent deflection for the right categories.
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