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AI & AutomationGenerated accuracy model review: 2026-05-06

AI Customer Support Savings Calculator accuracy and testing

This page documents how Calwarden builds trust for this calculator: source notes, regression-style default tests, limitations, assumptions, unit handling, rounding, and visible change history.

Formula source

  • Contained tickets = monthly tickets * containment rate. Avoided labor = contained tickets * handle minutes / 60 * agent hourly cost. AI cost = contained tickets * AI cost per conversation + platform cost. Net savings = avoided labor - AI cost.

Test cases

Default input regression check

Generated from the checked-in default inputs and calculate function.

Inputs

  • Monthly Tickets: 20,000
  • AI Containment Rate: 35%
  • Average Handle Time: 8 min
  • Agent Hourly Cost: 32 $/hr
  • AI Cost per Conversation: $0.04
  • Platform Monthly Cost: $800

Expected outputs

  • Net Monthly Savings: $28,786.67
  • Contained Tickets: 7,000
  • Avoided Labor Value: $29,866.67
  • AI Monthly Cost: $1,080.00

Known limitations

  • This page documents the checked-in calculator logic and does not certify results for every real-world edge case.
  • Use the result as a planning estimate unless the calculator page states a stricter purpose.

Assumptions

  • Containment rate is estimated by the user.
  • Quality, CSAT, escalation risk, and compliance review are not monetized.
  • No customer conversations are uploaded.

Unit handling

  • Monthly Tickets accepts numeric values.
  • AI Containment Rate accepts values in %.
  • Average Handle Time accepts values in min.
  • Agent Hourly Cost accepts values in $/hr.
  • AI Cost per Conversation accepts values in $.
  • Platform Monthly Cost accepts values in $.
  • Net Monthly Savings is displayed as currency.
  • Avoided Labor Value is displayed as currency.
  • AI Monthly Cost is displayed as currency.

Rounding rules

  • Number displays use up to 2 decimal places in the calculator UI.
  • Currency outputs are displayed with standard US dollar formatting.
  • Input precision follows configured step values where provided.

Version history

1.0.0 - 2026-05-06

Generated accuracy and testing page from the current ai-customer-support-savings-calculator calculator definition.

Change log

2026-05-06

Published default regression test documentation and metadata fallbacks for AI Customer Support Savings Calculator.

Calculator transparency

Accuracy pages are generated from checked-in calculator definitions and can be upgraded with curated review metadata over time.

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