How AI Training and Video Cost Worksheets Work
Hours and minutes, not tokens

How AI Training and Video Cost Worksheets Work
Not every AI bill is a token meter. Training and fine-tuning often price accelerator time. Generative video tools often price rendered minutes. Mixing those units with chat-token budgets creates false comparisons.
Training / fine-tuning
Educational training worksheets multiply hours (or GPU-hours) by a rate you enter, then can layer storage or ancillary fees if you include them. They are planning models—not quotes from a cloud console.
Estimate training spend
Enter accelerator hours and rates you control:
AI Model Training Cost CalculatorGenerative video
Video worksheets scale minutes (or clips) by a per-minute or per-clip rate. Compare the result to an LLM API budget only after converting both to the same monthly planning horizon.
Estimate video generation cost
Enter minutes and the rate card you are evaluating:
AI Video Generation Cost Calculator