Lilac partners with Saturn Cloud to expand GPU capacity for Token Factory
By Lucas Ewing
Lilac is partnering with Saturn Cloud to expand the GPU capacity behind Token Factory. The partnership enables Saturn to scale model serving and per-token inference on Lilac infrastructure without requiring customers to reserve new hardware.
Saturn Cloud announced that it selected Lilac as a GPU capacity provider for the platform. Token Factory manages the path from fine-tuning to a production endpoint; Lilac provides the GPU cloud beneath eligible serving workloads.
How Saturn uses Lilac capacity
Inference traffic is hard to predict. A model endpoint may sit at low volume for days, then need more GPUs immediately after a launch or customer rollout. Reserving enough hardware for the peak means paying for machines that sit unused between bursts.
Saturn still handles model deployment, endpoints, and per-token billing. Lilac supplies eligible GPU capacity and runs the infrastructure underneath. When Saturn needs more serving capacity, the customer does not have to reserve a cluster or change how the model is deployed.
Saturn supports deployments built with NVIDIA NIM. Eligible NIM, TensorRT-LLM, and Nemotron workloads can run on Lilac capacity through Saturn. Lilac is evaluating NVIDIA Dynamo and other DSX components separately as its own inference fleet grows.
What this unlocks for customers
A Saturn customer can move from a fine-tuned checkpoint to a production endpoint without separately procuring the GPUs needed for a traffic spike. Saturn continues to manage the model workflow, endpoint, and per-token billing. Lilac handles capacity qualification, scheduling, metering, and infrastructure support behind eligible workloads.
Lilac Flex automatically identifies eligible capacity between a dedicated customer's workloads. When Lilac matches that capacity with demand, the customer receives bill credits. As the integration expands, Saturn inference workloads are expected to become one source of that demand.
GPU cloud operators and enterprises can also use Saturn to offer model serving without carrying enough reserved capacity for every tenant's peak. The infrastructure may change as demand rises and falls; the Token Factory endpoint does not.
Available now
Lilac capacity is now available to Saturn Cloud customers through Token Factory. Operators and enterprises can contact Saturn Cloud about using Lilac for model serving and per-token inference.
Startups looking for dedicated GPU VMs, bare-metal nodes, or clusters, as well as serverless inference, can explore Lilac GPU capacity.