Model Finetuning Billing

Billing Logic	Minimum billable usage	Time to charge
- Based on the usage duration of a pipeline - Remaining unbilled usage will be rounded up to the nearest 15 minutes	15 minutes	Usage ≥ 1/4 GPU-hour

Billing Equation:

• Usage duration: Calculated in GPU-hours (rounded up to the nearest 15-minute increment)

• GPU: Number of GPUs used

• Cost: Usage time (hours) × GPU count × item price from pricing table

Example:

You use 1 GPU NVIDIA H100 SXM5 priced at $5.5/GPU-hour to train model Qwen/Qwen3-32B for 8 minutes

• Usage duration: 8 mins → rounded up to 15 mins (0.25 GPU-hour)

• GPU: 1

• Cost: $5.5 × 1 GPU × 0.25 GPU-hour = $1.375