Use case

Model AI cost per conversation, per agent and per ticket volume.

Customer-support AI cost is driven by conversation volume, not headcount. Per-conversation cost ranges from cents to dollars depending on length, tools and model choice.

Tokens / event

5K – 25K

Events / user / day

30 – 100

Typical cost range

$0.02 – $0.20 per conversation

Recommended models

3

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Embedded in core workflows. Mixed adoption.

AI-assisted tasks

3 / 3

Annual estimate

$15.2K

Total token OpEx for 50 employees · Claude Sonnet 4

Tokens per employee / year54.00M
Total tokens / year2.70B
Input tokens2.11B78%
Output tokens594.00M22%
Cost per employee / year$304.56
Avg daily tokens / employee225.0K
Blended price$3.00 in · $15.00 out / 1M tokens
Working days assumed220
Task coverage100%

Recommended models for this workload

Frequently asked questions

Should support AI use frontier or efficient models?

Tier-1 and FAQ deflection — efficient models. Escalation, refunds, complex issue triage — balanced or frontier models.

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