Infrastructure & Provider Benchmarks
Enterprise pricing intelligence and unbundled market clearing benchmarks across cloud provider tiers. Serving cloud executives, datacenter procurement, and infrastructure investors tracking compute pricing power.
The Hyperscaler Compute Index
Benchmarks the volume-weighted wholesale unit cost ($/PFLOP-hr) of accelerated compute delivered across Tier-1 hyperscale cloud ecosystems (AWS, Azure, GCP, Alibaba, Tencent). For enterprise engineering leaders, it unbundles proprietary platform markups to reveal the pure commodity compute rate, arming procurement teams with empirical leverage during multi-year commitment negotiations. For equity research analysts and cloud investors, it provides an objective operational gauge of Tier-1 capacity utilization, margin defense, and competitive pricing dynamics across the global cloud giants.
| AWS | Azure | GCP | Alibaba | Tencent |
|---|---|---|---|---|
| -- | -- | -- | -- | -- |
The Neocloud Compute Index
Measures the volume-weighted market clearing price ($/PFLOP-hr) across specialized alternative cloud providers (such as Scaleway, Hyperstack, Vultr, and Sesterce). For AI founders and research engineers, it highlights high-performance bare-metal clusters that deliver up to 40–70% cost savings compared to legacy hyperscalers, dramatically extending runaway for model training and fine-tuning. For private debt funds and equipment lessors, it provides the vital operational intelligence required to monitor borrower cash flows, asset utilization, and debt service health among emerging GPU datacenter operators.
| Scaleway | Hyperstack | Sesterce | Vultr | Linode |
|---|---|---|---|---|
| -- | -- | -- | -- | -- |
The Chassis & Networking Premium
Isolates and quantifies the physical server enclosure, host CPU, power delivery, and high-speed network fabric markup paid above raw silicon die value. For hardware systems engineers and datacenter architects, it separates mathematical compute capacity from infrastructure overhead, guiding strategic decisions between dense liquid-cooled chassis and modular PCIe server builds. For datacenter infrastructure financiers, it clearly delineates between rapidly depreciating silicon dies and long-lived physical datacenter assets, enabling more accurate asset-backed loan structuring and residual value modeling.
| Scale-Up Fabric | Modular PCIe | Host Node Rate |
|---|---|---|
| -- | -- | -- |