AI LLM Inference & GPU Token Cost Solver

Compare Managed API Pricing vs. Dedicated 8x H100/H200 SXM Cloud Clusters (vLLM / TensorRT-LLM) based on monthly token scale.

Inference Workload & Model Specs

Monthly User Queries / Requests

Average Input / Prompt Tokens Per Query

Average Output / Completion Tokens Per Query

Managed API Prompt Price ($ / 1M tokens)

Managed API Output Price ($ / 1M tokens)

Dedicated 8x H100 GPU Node Cost ($ / Hour)

Number of GPU Server Nodes Required

Total Monthly Ingest & Generation Volume

2.325 Billion Tokens / mo

Managed API Total Monthly Invoice

$9,750 / mo

Dedicated GPU Self-Hosted Cloud Cost

$17,520 / mo (730 hrs)

Optimal Architecture Recommendation

Managed API Is More Cost-Effective (44% Cheaper)

Self-Hosted Break-Even Volume

2,695,000 requests / mo