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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.