Foundry • Burst compute for ML teams

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Burst compute for ML teams

Access NVIDIA GPUs in minutes for training, fine-tuning, and inference.
No long-term commitments. No flaky machines.

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Spot instances

Burst compute when the price is right.

20x your price-performance.

Cost-efficient compute for flexible training, fine-tuning, and inference

Burst compute when the price is right.

20x your price-performance.

Cost-efficient compute for flexible training, fine-tuning, and inference

Set a max price that suits your task

Set a maximum compute price that makes sense for your workload and Foundry gives you compute whenever the market price is lower. Place orders at a higher price to scale your compute quickly or set lower prices to save on workloads that can be delayed.

Programmatically scale up & down

Place spot orders via API to automate scaling and provision instances to a Kubernetes cluster to simplify orchestration. Gracefully handle startup and preemption with custom scripts, disk state saving, auto-mounting persistent storage, and more.

Reserved instances

Reserve compute when you need it.

Sell it back when you don't.

Guaranteed performance and reliability for training, fine-tuning, and inference

Reserve a few hours or a few weeks

Provision NVIDIA GPU clusters with 3200Gbps InfiniBand for as little as 3 hours. Guarantee the capacity you need for critical workloads.

Resell capacity you aren't using

Reserved more than you need? Put unused instances in the spot pool to generate credits and take them back whenever you need them.

From our partners and customers

“When we believe we could benefit from additional compute, we just turn it on. When we need to pause to study our results and design the next experiment, we turn it off.

Because we aren’t locked into a long-term contract, we have the flexibility to experiment with a variety of GPUs and empirically determine how to get the best price-performance for our workload.”

Matt Wheeler, AI Research Engineer

Infinite Monkey

“Foundry Cloud Platform has accelerated science at Arc. Our machine learning work brings demanding performance infrastructure needs, and Foundry delivers.

With Foundry, we can guarantee that our researchers have exactly the compute they need, when they need it, without procurement friction.”

Patrick Hsu, Co-Founder and Core Investigator

Arc Institute

“There’s just nothing out there comparable to the prices we got per GPU hour than we did on Foundry. Even though I was on a tight deadline I never had to worry about compute because I knew the machines I wanted would be available on Foundry’s cloud platform.”

Keyon Vafa, Machine Learning Researcher

Built for AI engineers, researchers, and scientists

Run custom scripts on startup and via SSH

Manage instances from your CLI or via API

Access co-located storage (no ingress/egress fees)