AI Gravity & Placement Engine
Llama 3 70B BF16
145GB VRAM Locked
Architect's Verdict
Nutanix AHV (H100)
Steady-State Repatriation
Reasoning
High utilization (70%+) favors the fixed-cost CapEx model. Your amortized hardware cost is now significantly lower than cloud rental. Slide Duty Cycle below 70% to identify the cloud break-even point.
Architect's Verdict
Leverage Nutanix Metro Availability on Cisco UCS to ensure Day 2 operational uptime matches cloud-native SLAs.
Token TCO
$125.56
Monthly: $12,556
| Infrastructure Tier | Gravity (G) | Monthly TCO |
|---|---|---|
| AWS (p5.48xlarge) | 19.6% | $27,451 |
| GCP (A3-High) | 34.2% | $23,520 |
| CoreWeave HGX | 1.4% | $36,474 |
| Lambda H100 | 0.0%* | $17,462 |
| Nutanix AHV (H100) | N/A — Co-located | $12,556 |
| Cisco UCS M7 (H100) | N/A — Co-located | $14,308 |