compare_cloud_vs_onprem
Compare total cost of ownership for GPU clusters across cloud and on-premises deployments. Returns cumulative costs, break-even month, and a recommendation for 1/3/5 year horizons.
Instructions
Compare total cost of ownership: cloud vs on-prem over 1/3/5 year horizons.
Returns cumulative costs, break-even month, and a recommendation.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| gpu_key | No | GPU type (h100_sxm, a100_80gb_sxm, h200_sxm, rtx_4090, l40s). | h100_sxm |
| gpu_count | No | Number of GPUs in the cluster. | |
| utilization | No | Expected GPU utilization (0.0-1.0). 0.7 = 70%. | |
| preferred_cloud | No | Cloud provider for comparison (aws, gcp, azure). | aws |
| years | No | Comparison horizon in years. |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| gpu_type | Yes | ||
| gpu_count | Yes | ||
| utilization_pct | Yes | ||
| onprem_capex_usd | Yes | ||
| onprem_monthly_opex_usd | Yes | ||
| cloud_monthly_usd | Yes | ||
| cloud_provider | Yes | ||
| cloud_committed_monthly_usd | No | ||
| cloud_committed_term | No | ||
| cloud_committed_discount_pct | No | ||
| break_even_months | Yes | ||
| cumulative_cost_year_1 | Yes | ||
| cumulative_cost_year_3 | Yes | ||
| cumulative_cost_year_5 | Yes | ||
| recommendation | Yes | ||
| onprem_monthly_breakdown | Yes |