Cumulus

Unified production AI inference platform with routing, caching, evaluation, fine-tuning, and the Ion engine on NVIDIA Grace and Blackwell.

cumuluslabs.io

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About

Cumulus is a production-grade AI inference platform consolidating eight subsystems: OpenAI-compatible gateway, per-workflow router, prompt and KV cache, observability, continuous evaluation, one-click LoRA fine-tuning, custom open-weight hosting, and the Ion inference engine on NVIDIA Grace and Blackwell hardware. Ion delivers 30–50% more throughput than vLLM and SGLang; stacked caching reduces input tokens by 40–70%. Drop-in compatible with OpenAI SDK, Anthropic SDK, LangChain, LlamaIndex, and Vercel AI SDK. Cumulus is a product of Cumulus Labs.

Pricing
Pay per million tokens; no idle infrastructure cost; free tier available; volume pricing on request
Added via
web
Ownership
unclaimed

Where to go

  • GitHubgithub.com/cumulus-compute-labs

Product details

Product kind
Saas
Pricing model
Usage Based
Free tier
Yes
Open source
No
Launched
2025
apiweb
LLM inference at scalemulti-provider routinginference cost reductionmodel fine-tuningproduction AI deployment
OpenAIAnthropicLangChainLlamaIndexVercel AI SDK

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