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Operations Calculator Guide

How to Use AI vs Human Support Cost

Computes human-only baseline cost vs an AI-first model where unresolved tickets escalate to humans with overhead. Outputs per-ticket cost, monthly savings, and savings %.

Bottom Line

Quantify the monthly savings of routing tickets through an AI agent before escalating unresolved cases to humans. Compares per-ticket and per-month cost across human-only and AI-first models, then surfaces the break-even ticket volume where automation pays for itself.

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AI vs Human Support Cost

Compare AI-first and human-only support cost with token spend and escalation overhead.

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What It Does

Use the calculator with intent

Computes human-only baseline cost vs an AI-first model where unresolved tickets escalate to humans with overhead. Outputs per-ticket cost, monthly savings, and savings %.

Support leaders, ops teams, and founders evaluating AI-deflection tools.

Interpreting Results

Negative savings means escalation overhead and AI cost outweigh deflection. Push resolution rate up by improving retrieval; lower token cost with smaller models or caching.

Input Steps

Field by field

  1. 1

    Monthly Ticket Volume

    Total monthly ticket volume.

  2. 2

    Average Human Handle Time

    Average handle time. Use median, not mean — outliers distort.

  3. 3

    Loaded Agent Hourly Rate

    Loaded rate (wage + benefits + tooling). BLS pegs CSR median around $19/hr in 2024; loaded is 1.4 to 1.8×.

  4. 4

    AI Resolution Rate

    Fraction of tickets the AI agent fully resolves without escalation.

  5. 5

    Tokens per AI-Handled Ticket

    Average input + output tokens per AI-handled ticket. Add tool-call overhead.

    Realistic AI token counts are 2 to 10× a single QA-style request.

Common Scenarios

Use realistic starting points

E-commerce volume

Tickets / mo

30000

Savings dollar value scales linearly with volume; 10k+ tickets/mo usually justifies AI.

Complex B2B

Avg human minutes

25

Lower resolution rate, but high human handle time still favours AI for tier-1.

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FAQ

Questions people ask next

The short answers readers usually want after the first pass.

No. Add subscription cost separately if comparing total ownership.

Sources & References

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