Support Ticket Deflection: Does an AI Bot Pay Off?
The clearest ROI story in support is deflection: every ticket an AI resolves is an agent hour you did not pay for. This guide turns your deflection rate into a dollar figure.
Deflection rate drives the savings
Multiply the tickets an AI handles by the fully loaded cost of a human handling them, and you have the gross saving. The deflection rate — how many the bot resolves without escalation — is the number that makes or breaks the case.
Net it against the bot's cost
Subtract the AI's token cost and any build and maintenance overhead to get the true saving. Even a modest deflection rate usually clears that bar, because agent time costs far more than tokens.
Calculators for this topic
Frequently asked questions
How do I measure ticket deflection ROI?+
Multiply deflected tickets by the cost of a human handling them, then subtract the bot's running cost.
What deflection rate is worth it?+
Often a modest one, since agent time costs far more than the tokens the bot consumes — model it on your numbers.