Better price-performance
Self-owned liquid-cooled clusters and live multi-cloud pricing—target 50%+ higher useful output on the same hardware.
Production reliability
Management plane stays outside the GPU fault domain; inference traffic hits the cluster directly. Deep links into Prometheus / Grafana / Loki.
Full-stack platform
Model APIs, accelerator pools, Serving Recipes, and usage billing—connected in one operating surface.
Vendor-neutral abstraction
Accelerator inventory and compatibility decisions in one model—NVIDIA first, with room for AMD / Ascend / TPU.
Scale with demand
Grow from serverless APIs to dedicated endpoints and bare metal—with quotas, credits, and order workflows end to end.
Dedicated support
Built for operators and enterprises: modular governance across provisioning, scheduling, operations, and ops tooling.