GPU instances for AI training

GPU instances for AI training

Train LLMs, foundation models, and deep learning systems on GPU containers, VMs, or bare metal. Choose your hardware, provider, and region with transparent pricing and zero egress fees.

GPU

GPU instance type: h200

H200

Fluence

Fluence

$2.56/hr

$2.56/hr

CoreWeave

Core Weave

$6.30/hr

$6.30/hr

AWS

AWS

$7.90/hr

$7.90/hr

Google Cloud

Google Cloud

$10.84/hr

$10.84$

Available GPUs for AI training

Choose cloud GPU instances by model, VRAM, deployment type, provider, region, and hourly price. Find the configuration that fits your AI training method, model size, and expected runtime.

Certified for compliance with GDPR, ISO 27001,

SOC2 standards, top-tier facilities and

high-performance servers 

All

Container

VM

Bare Metal

H100

80 GB

Info

80 GB

Deployment

Container

Best fit

LLM pretraining

Price

$1.24/hr

H200

141 GB

Info

141 GB

Deployment

Container

Best fit

Memory-heavy training

Price

$2.56/hr

A100

80 GB

Info

80 GB

Deployment

Container

Best fit

Deep learning training

Price

$1.22/hr

H100

80 GB

Info

80 GB

Deployment

VM

Best fit

Persistent LLM training

Price

$2.29/hr

H200

141 GB

Info

141 GB

Deployment

VM

Best fit

Large-model training

Price

$3.10/hr

A100

80 GB

Info

80 GB

Deployment

VM

Best fit

Distributed training

Price

$1.83/hr

L40S

48 GB

Info

48 GB

Deployment

Container

Best fit

Vision model training

Price

$0.94/hr

RTX 4090

24 GB

Info

24 GB

Deployment

Container

Best fit

Training experiments

Price

$0.48/hr

H100 ×8

640 GB total

Info

640 GB total

Deployment

Bare Metal

Best fit

Multi-GPU training

Price

$19.35/hr

All

Container

VM

Bare Metal

H100

80 GB

Info

80 GB

Deployment

Container

Best fit

LLM pretraining

Price

$1.24/hr

H200

141 GB

Info

141 GB

Deployment

Container

Best fit

Memory-heavy training

Price

$2.56/hr

A100

80 GB

Info

80 GB

Deployment

Container

Best fit

Deep learning training

Price

$1.22/hr

H100

80 GB

Info

80 GB

Deployment

VM

Best fit

Persistent LLM training

Price

$2.29/hr

H200

141 GB

Info

141 GB

Deployment

VM

Best fit

Large-model training

Price

$3.10/hr

A100

80 GB

Info

80 GB

Deployment

VM

Best fit

Distributed training

Price

$1.83/hr

L40S

48 GB

Info

48 GB

Deployment

Container

Best fit

Vision model training

Price

$0.94/hr

RTX 4090

24 GB

Info

24 GB

Deployment

Container

Best fit

Training experiments

Price

$0.48/hr

H100 ×8

640 GB total

Info

640 GB total

Deployment

Bare Metal

Best fit

Multi-GPU training

Price

$19.35/hr

Choose how you want to train AI models

GPU Containers

Launch repeatable training environments without rebuilding dependencies between experiments or checkpointed runs.

Launch repeatable training environments without rebuilding dependencies between experiments or checkpointed runs.

• Reproducible environments

• Fast experiment setup

• Packaged training jobs

GPU VMs

Configure your operating system, drivers, libraries, storage, checkpoints, and long-running training environment.

Configure your operating system, drivers, libraries, storage, checkpoints, and long-running training environment.

• Custom training stacks

• Persistent checkpoints

• Single or multi-GPU VMs

Bare Metal

Use full nodes for sustained GPU utilization, direct hardware access, and tightly coupled multi-GPU workloads.

Dedicated hardware for maximum control, direct hardware access, stronger isolation, and high-utilization inference workloads.


• Dedicated GPU capacity

• Full hardware control

• Large distributed runs

What you can train on Fluence AI compute

Foundation model pretraining

Foundation model pretraining

Train LLMs and foundation models from scratch or continue pretraining with your own datasets and framework.

Best fit: VMs / Bare Metal

Distributed multi-GPU training

Distributed multi-GPU training

Scale data-parallel, tensor-parallel, pipeline-parallel, or sharded training across multiple GPUs.

Best fit: VMs / Bare Metal

Vision and multimodal training

Vision and multimodal training

Train computer vision, diffusion, video, audio, and vision-language models with your own datasets.

Best fit: Containers / VMs

Simulation and reinforcement learning

Simulation and reinforcement learning

Train policies through simulation and repeated optimization across GPU-accelerated environments.

Best fit: VMs / Bare Metal

Why choose Fluence for AI training

Why choose Fluence for AI training

Training cost control

Training cost control

Estimate GPU spend upfront and move datasets or checkpoints without egress fees.

Estimate GPU spend upfront and move datasets or checkpoints without egress fees.

Training cost control

Estimate GPU spend upfront and move datasets or checkpoints without egress fees.

Deployment control

Deployment control

Choose containers, VMs, or bare metal for each training workload.

Choose containers, VMs, or bare metal for each training workload.

Deployment control

Choose containers, VMs, or bare metal for each training workload.

Deployment control

Choose containers, VMs, or bare metal for each training workload.

High-performance infrastructure

High-performance infrastructure

High-performance infrastructure

Access high-memory GPUs across enterprise-grade infrastructure providers.

Access high-memory GPUs across enterprise-grade infrastructure providers.

High-performance infrastructure

Access high-memory GPUs across enterprise-grade infrastructure providers.

Provider choice

Provider choice

Provider choice

Provider choice

Compare hardware, regions, providers, configurations, and rates in one marketplace.

Compare hardware, regions, providers, configurations, and rates in one marketplace.

Request a custom GPU cluster

Request a custom GPU cluster

Need a different GPU setup or configuration?

Send us your requirements and our team will

get back to you.

Need a different GPU setup or configuration?

Send us your requirements and our team will get back to you.

Top-tier hardware at best-in-class locations

Train on high-performance GPU infrastructure across Tier 3 and Tier 4 data centers. Review the provider, region, hardware configuration, and available compliance information before deployment.

FAQ

What is AI model training?

Which GPU is best for AI training?

Should I use a container, VM, or bare metal?

Can I run distributed multi-GPU training on Fluence?

How much does AI training cost?

Show more

What is AI model training?

Which GPU is best for AI training?

Should I use a container, VM, or bare metal?

Can I run distributed multi-GPU training on Fluence?

How much does AI training cost?

Show more

Start training AI models on Fluence GPUs

Bring your datasets, code, and training stack. Choose containers, VMs, or bare metal with transparent pricing, zero egress fees, and no hyperscaler lock-in.