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GenAI Infrastructure TCO Calculator

Objective

A Python-based calculator that models the 3-year Total Cost of Ownership for running LLM inference and fine-tuning on-premises (VMware/NVIDIA) vs. cloud (AWS SageMaker, Azure ML). Designed for enterprise architects making build-vs-buy decisions.

Key Inputs

  • GPU type and count
  • Utilization percentage
  • Electricity, cooling, and data center costs
  • Cloud instance pricing (on-demand, reserved, spot)

Output

  • Breakeven analysis chart
  • Cumulative cost graph
  • Recommendation summary

Status

🚧 Initial script and Jupyter notebook in development.