Real-time visibility into GPU utilization, temperature, power draw, and memory usage across your entire portfolio
Critical Underwriting Metrics
Utilization Patterns
Track actual GPU compute usage over time. Steady 60-70% utilization suggests longer asset life than constant 95%+ training workloads.
- • Average utilization rate
- • Peak utilization frequency
- • Workload variance analysis
Thermal Behavior
Monitor temperature trends and thermal violations. Every 10°C increase in operating temp roughly halves component lifespan.
- • Average operating temperature
- • Thermal limit violations
- • Cooling efficiency trends
Stress Events
Identify power spikes, thermal cycling, and other stress events that accelerate GPU aging and reduce economic life.
- • Power spike frequency
- • Thermal cycling patterns
- • Maintenance event tracking
Case Study
$50M Portfolio: Averages vs. Reality
Traditional Underwriting
- ✗ Assumed 5.5 year useful life for all GPUs
- ✗ 80% steady utilization across portfolio
- ✗ No variance by customer or workload
- ✗ Salvage value overestimated by 30-45%
Telemetry-Based Reality
- ✓ Actual life ranged from 3.7 to 6+ years
- ✓ Utilization varied 40-98% by customer
- ✓ 30-45% variance in depreciation curves
- ✓ Accurate salvage value projections
Result: $15M+ in adjusted risk pricing based on actual asset performance