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

Local LLM Hardware Break-Even 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

  • Avoided hosted cost = hosted monthly spend * replaceable percent. Local monthly cost = amortized hardware net cost + electricity + maintenance + hosting. Break-even months = net hardware cost / monthly savings.

Test cases

Default input regression check

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

Inputs

  • Hosted API Spend: 2,500 $/mo
  • Replaceable Workload: 70%
  • Hardware Purchase Cost: $12,000
  • Residual Value: $2,000
  • Hardware Life: 36 months
  • Electricity and Cooling: 180 $/mo
  • Maintenance and Ops: 300 $/mo
  • Hosting / Network Cost: 100 $/mo

Expected outputs

  • Break-Even Months: 11.21
  • Monthly Savings: $892.22
  • Local Monthly Cost: $857.78
  • Avoided Hosted Cost: $1,750.00

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

  • Quality, latency, staffing, security, and model maintenance are not monetized unless included in monthly costs.
  • Hosted prices and local costs are user-entered.
  • No usage details are uploaded.

Unit handling

  • Hosted API Spend accepts values in $/mo.
  • Replaceable Workload accepts values in %.
  • Hardware Purchase Cost accepts values in $.
  • Residual Value accepts values in $.
  • Hardware Life accepts values in months.
  • Electricity and Cooling accepts values in $/mo.
  • Maintenance and Ops accepts values in $/mo.
  • Hosting / Network Cost accepts values in $/mo.
  • Monthly Savings is displayed as currency.
  • Local Monthly Cost is displayed as currency.
  • Avoided Hosted 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 local-llm-hardware-break-even-calculator calculator definition.

Change log

2026-05-06

Published default regression test documentation and metadata fallbacks for Local LLM Hardware Break-Even 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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