Bare-metal B300 NVL8 clusters, NVFP4-optimized inference stack, and the operational know-how to extract every token of throughput your model can deliver.
Multi-node B300 capacity on 1–5 year contracts. Best unit economics for production inference.
8x B300 NVL8 bare-metal access. Ideal for benchmarking and short-term workloads.
We deploy and operate your chosen model on dedicated B300. You consume via OpenAI-compatible API.
Five Tier-S open-weight models, three workload profiles, full concurrency sweep. NVFP4 quantization, SGLang serving, TP=8 across 8x B300 NVL8.
Implied gross margin assumes self-hosted inference cost vs OpenRouter listed pricing. The spread tells you where the market currently prices inference operations.
We discovered the +27% throughput uplift from driver 595 by running the test ourselves. Driver pinning, NCCL tuning, framework version matching, kernel selection — these decisions ship with every cluster.
No hypervisor overhead. No noisy neighbors. Direct PCIe topology access for full NVLink 5 bandwidth and InfiniBand RDMA at line rate. You see exactly what the GPU sees.
Spun out from Cornerstone Capital, a $25B AUM investment platform. We're not flipping GPUs for a quick exit — we're building a multi-decade infrastructure business with five-year capacity contracts already in hand.
Phase 1 is operational at our Akron, OH facility. Phase 2 doubles capacity by Q3 2026. Future expansions across NA and APAC are in active planning.
"GPU is a commodity. Operating it well is not.
That gap is where infrastructure margins live."
Tell us about your workload. We'll come back within 24 hours with a sized configuration, an honest throughput estimate, and a price.