Managed ML training platform that delivers training outcomes across cloud infrastructure with kernel optimization and pay-for-savings pricing.
SF Tensor offers an end-to-end ML training stack that handles hardware selection, kernel optimization, and orchestration so teams focus on research rather than infrastructure. Tensor Cloud automatically finds the cheapest hardware across providers and handles placement, checkpointing, and failure recovery for up to 10,000 GPUs. The Kernel Optimizer searches workload-specific kernels with formal verification before any production training run. Pricing is based on a share of verified cost savings against the customer's baseline. SF Tensor is a product of SF Tensor.