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AI & AutomationGenerated accuracy model review: 2026-05-06
AI Content Production Cost 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
- Total cost = token cost + image cost + review cost + fixed workflow cost. Review cost = pieces * review minutes / 60 * hourly rate.
Test cases
Default input regression check
Generated from the checked-in default inputs and calculate function.
Inputs
- Content Pieces: 1,000
- Input Tokens per Piece: 1,200 tokens
- Output Tokens per Piece: 500 tokens
- Input Token Price: 1 $/1M
- Output Token Price: 3 $/1M
- Images per Piece: 0.2
- Image Price: $0.04
- Review Time: 2 min
- Review Labor Rate: 45 $/hr
- Fixed Workflow Cost: $100
Expected outputs
- Total Production Cost: $1,610.70
- Token Cost: $2.70
- Review Cost: $1,500.00
- Cost per Piece: $1.61
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
- Token and image prices are user-entered.
- Distribution, strategy, and content performance are not modeled.
- No content is uploaded.
Unit handling
- Content Pieces accepts numeric values.
- Input Tokens per Piece accepts values in tokens.
- Output Tokens per Piece accepts values in tokens.
- Input Token Price accepts values in $/1M.
- Output Token Price accepts values in $/1M.
- Images per Piece accepts numeric values.
- Image Price accepts values in $.
- Review Time accepts values in min.
- Review Labor Rate accepts values in $/hr.
- Fixed Workflow Cost accepts values in $.
- Total Production Cost is displayed as currency.
- Token Cost is displayed as currency.
- Review Cost is displayed as currency.
- Cost per Piece 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-content-production-cost-calculator calculator definition.
Change log
2026-05-06
Published default regression test documentation and metadata fallbacks for AI Content Production Cost Calculator.
Calculator transparency
Accuracy pages are generated from checked-in calculator definitions and can be upgraded with curated review metadata over time.