Traditional GPU financing assumes uniform depreciation curves. But identical H100s can age dramatically differently based on actual usage:
Training workloads at 95%+ utilization
3 years or less of economic life
Steady inference at 60-70% utilization
5+ years of reliable service
Without asset-level monitoring, you're underwriting both the same. That's mispriced risk.

Aravolta provides the asset-level visibility you need to accurately price GPU financing deals
Track utilization, thermal profiles, power consumption, and workload patterns for every GPU in your portfolio. Know exactly how your collateral is being used—in real time.
Move beyond industry averages. Generate asset-specific depreciation models based on actual usage data, thermal stress, and maintenance patterns.
Automated alerts when assets exceed thermal limits, show unusual power spikes, or exhibit patterns that accelerate depreciation. Protect your principal before problems emerge.
Enable innovative deal structures: usage-based payments, performance triggers, maintenance escrows tied to actual asset conditions—all backed by verified data.
Structure deals where lease terms adjust based on actual GPU utilization and thermal performance. If telemetry shows assets are being overtaxed, maintenance reserves or early buyback clauses automatically trigger.
Example: 5-year sale-leaseback where payment adjusts quarterly based on average GPU utilization and thermal violations tracked by Aravolta
Revolving facilities where borrowing capacity and rates are tied to actual GPU-hour utilization. Payments flex with verified compute output, not estimates.
Example: Credit line where interest rate decreases for operators maintaining GPUs at optimal 60-75% utilization vs. those constantly maxing out hardware
For lenders with multiple GPU-backed loans, aggregate portfolio-level insights on asset performance, utilization variance, and depreciation trends across all deals.
Example: Dashboard showing which borrowers are running GPUs hot vs. conservative, with projected salvage value adjustments
Consider a $50M GPU financing portfolio. If telemetry reveals assets will last 3.7 years instead of assumed 5.5 years, that's a ~30% reduction in salvage value—worth $15M+ in adjusted risk pricing.
Lower risk exposure vs. blind underwriting
To implement monitoring for new deals
Asset performance visibility
Join forward-thinking lenders using Aravolta to underwrite GPU infrastructure with precision. Schedule a consultation to discuss your portfolio and how telemetry can reduce your risk.
