Serverless GPU inference

Ion

Cumulus's serving network for open frontier models. Checkpoint-restored cold starts bring large models up in seconds, behind one OpenAI-compatible endpoint that scales with demand.

Book a Demo

Cold starts in seconds

GPU checkpoint-and-restore loads models 3.4× faster than standard loaders today, with sub-2-second 70B-class starts as the engineering target.

Open frontier models

Kimi, GLM, Qwen3, MiniMax, DeepSeek — served on Cumulus GPUs behind one OpenAI-compatible API.

Demand-based capacity

A priority-queue scheduler adds GPUs when contention rises, so bursty traffic never pays for a standing fleet.

Detailed use cases for Ion are coming soon. If you want the specifics for your workload now, book a demo — we'll walk through it live.