Cost Optimization & Efficiency Preview Outline
Holistic approach to GPU efficiency, scheduling and carbon-aligned workload shifting for lower TCO.
1. Right-Sizing GPU Pools
- Workload profiling intake sheet
- Fractional vs full node allocation logic
- Utilization SLO tiers
2. Scheduling & Shifting
- Carbon-aware batch windowing
- Preemptible northern capacity pools
- Adaptive queue priority factors
3. Model Lifecycle Efficiency
- Checkpoint pruning cadence
- Quantization / distillation gates
- Idle inference autoscale triggers
4. Observability & KPIs
- GPU hr / useful token charting
- Carbon intensity overlay panels
- Budget alert threshold matrix
5. Financial Operations
- Blended rate forecasting
- Scenario analysis templates
- Continuous unit cost ledger
Full version will include dashboard mockups, calculator templates and bilingual annex. Feedback welcome.