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Global Compute Infrastructure

AI Cloud Provider Directory

Independent telemetry benchmarks and rate audits for top GPU clouds and serverless AI backends. Compare storage fees, stopped volume costs, KYC policies, and crypto payment options.

RunPod logo

RunPod

HYBRID CLOUD
4.9

The Cloud Built for AI & Machine Learning Developers

Tier 3 Secure Cloud & CommunityUSDTNo KYC
Starting Price:$0.19/hr (spot)
Storage on Stop:$0.10/GB/month Network Volume
Available GPUs (10 tiers):
RTX 3090RTX 4090L40S 48GBRTX 6000 Ada 48GB+2 more
View Review & RatesDeploy
Vast.ai logo

Vast.ai

MARKETPLACE SPOT
4.7

The Lowest Cost GPU Cloud & Compute Marketplace

Community Marketplace (Crowdsourced)USDTNo KYC
Starting Price:$0.14/hr (spot)
Storage on Stop:$0.02 - $0.05/GB/month
Available GPUs (11 tiers):
RTX 3090RTX 4090L40S 48GBRTX 6000 Ada 48GB+2 more
View Review & RatesDeploy
Lambda Labs logo

Lambda Labs

CLOUD CONTAINER
4.8

GPU Cloud Designed specifically for Deep Learning

Enterprise Tier 4 Datacenter
Starting Price:$0.95/hr
Storage on Stop:$0.20/GB/month Persistent Storage
Available GPUs (6 tiers):
L40S 48GBRTX 6000 Ada 48GBA100 SXM4 80GBH100 SXM5 80GB
View Review & RatesDeploy
TensorDock logo

TensorDock

MARKETPLACE SPOT
4.6

Customizable, Scalable GPU Cloud on Demand

Tier 3 DatacenterUSDTNo KYC
Starting Price:$0.16/hr (spot)
Storage on Stop:$0.08/GB/month
Available GPUs (8 tiers):
RTX 3090RTX 4090L40S 48GBRTX 6000 Ada 48GB+2 more
View Review & RatesDeploy
Nebius AI Studio logo

Nebius AI Studio

HYBRID CLOUD
4.9

Hyperscale AI Cloud Infrastructure with 3.2T InfiniBand

Tier 3 InfiniBand Datacenter
Starting Price:$0.65/hr (spot)
Storage on Stop:$0.07/GB/month NVMe
Available GPUs (6 tiers):
L40S 48GBA100 SXM4 80GBH100 SXM5 80GB
Serverless Models (3 models):
Qwen-2.5-Coder-32BLlama-3.3-70BDeepSeek-R1
View Review & RatesDeploy
DeepInfra logo

DeepInfra

SERVERLESS API
4.9

Pay Only for What You Use with Ultra-Low Token Costs

Tier 3 Serverless CloudNo KYCZero Idle Fee
Starting Price:from $0.03/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (7 models):
FLUX.1-devLlama-3.1-8BQwen-2.5-Coder-32BDeepSeek-V3+3 more
View Review & RatesDeploy
Together AI logo

Together AI

HYBRID CLOUD
4.8

The Fastest Cloud Platform for Open Source AI

Tier 3 Serverless & Cluster FabricNo KYCZero Idle Fee
Starting Price:from $0.04/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (7 models):
FLUX.1-devLlama-3.1-8BQwen-2.5-Coder-32BDeepSeek-R1+3 more
View Review & RatesDeploy
Groq logo

Groq

SERVERLESS API
4.9

Real-Time AI Inference Powered by LPU Architecture

Tier 3 LPU Inference DatacenterNo KYCZero Idle Fee
Starting Price:from $0.05/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (5 models):
Llama-3.1-8B-InstantGemma-2-9B-ITMixtral-8x7B-32768Llama-3.3-70B+1 more
View Review & RatesDeploy
Mistral AI Platform logo

Mistral AI Platform

SERVERLESS API
4.9

European Frontier Open-Weights AI Lab & Enterprise API (La Plateforme)

Tier 4 European Datacenter (GDPR Compliant)Zero Idle Fee
Starting Price:from $0.10/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (5 models):
Ministral-8B-2410Mistral-EmbedCodestral-2501Mistral-Large-2-2411+1 more
View Review & RatesDeploy
Modal Labs logo

Modal Labs

SERVERLESS API
4.9

The Gold Standard Serverless Python GPU Compute Runtime

Tier 3 Datacenter (AWS/GCP/CoreWeave Colocation)
Starting Price:$0.65/hr (spot)
Storage on Stop:$0.15/GB/month Modal Volumes
Available GPUs (3 tiers):
L40S 48GBA100 SXM4 80GBH100 SXM5 80GB
Serverless Models (4 models):
Whisper-Large-v3ComfyUI-FLUX.1-devDeepSeek-R1-Distill-70BvLLM-Llama-3.3-70B
View Review & RatesDeploy
SambaNova Cloud logo

SambaNova Cloud

SERVERLESS API
4.9

World's Fastest Llama 3.1 405B & 70B Inference Engine (SN40L RDU)

Custom Dataflow Silicon DatacenterZero Idle Fee
Starting Price:from $0.10/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (4 models):
Llama-3.1-8BLlama-3.3-70BQwen2.5-72BLlama-3.1-405B
View Review & RatesDeploy
Replicate logo

Replicate

SERVERLESS API
4.8

The Global Machine Learning Model API & Open Weights Registry

Tier 3 DatacenterZero Idle Fee
Starting Price:from $0.00/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (5 models):
FLUX.1-schnellWhisper-Large-v3SDXL-1.0FLUX.1-dev+1 more
View Review & RatesDeploy
Cerebras Cloud logo

Cerebras Cloud

SERVERLESS API
4.9

World's Fastest AI Inference Engine (Wafer-Scale Engine CS-3)

Wafer-Scale Hardware CloudZero Idle Fee
Starting Price:from $0.10/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (4 models):
Llama-3.1-8B-InstantLlama-3.3-70BQwen-2.5-72BDeepSeek-R1-Distill-Llama-70B
View Review & RatesDeploy
Fireworks AI logo

Fireworks AI

SERVERLESS API
4.9

Production-Grade Fast Inference & Instant Serverless LoRA Engine

Tier 3 DatacenterZero Idle Fee
Starting Price:from $0.03/1M tokens
Storage on Stop:Zero ($0 idle/disk fee)
Serverless Models (5 models):
FLUX.1-devDeepSeek-V3DeepSeek-R1Llama-3.3-70B+1 more
View Review & RatesDeploy
CoreWeave logo

CoreWeave

HYBRID CLOUD
4.9

The AI Hyperscaler for High-Throughput Distributed Clusters

Enterprise Tier 4 Datacenter
Starting Price:$0.65/hr (spot)
Storage on Stop:$0.15/GB/month High-Performance NVMe
Available GPUs (5 tiers):
L40S 48GBRTX 6000 Ada 48GBH100 SXM5 80GBH200 SXM5 141GB
View Review & RatesDeploy
Crusoe Cloud logo

Crusoe Cloud

HYBRID CLOUD
4.8

Clean-Energy AI Compute Powered by Stranded Geothermal & Flare Gas

Enterprise Tier 3+ (Climate-Aligned)
Starting Price:$0.62/hr (spot)
Storage on Stop:$0.10/GB/month High-Performance NVMe
Available GPUs (4 tiers):
L40S 48GBA100 SXM4 80GBH100 SXM5 80GB
View Review & RatesDeploy
MassedCompute logo

MassedCompute

CLOUD CONTAINER
4.8

Dedicated High-Performance GPU Virtual Workstations & Pods

Tier 3 DatacenterUSDTNo KYC
Starting Price:$0.35/hr (spot)
Storage on Stop:$0.07/GB/month
Available GPUs (5 tiers):
RTX 4090RTX A6000 48GBA100 SXM4 80GBH100 SXM5 80GB
View Review & RatesDeploy
JarvisLabs.ai logo

JarvisLabs.ai

CLOUD CONTAINER
4.8

Researcher-First GPU Cloud with 1-Click JupyterLab & Auto-Pause Storage

Tier 3 DatacenterNo KYC
Starting Price:$0.42/hr (spot)
Storage on Stop:$0.07/GB/month ($0.0001/GB/hr)
Available GPUs (4 tiers):
RTX 4090RTX A6000 48GBA100 SXM4 80GBH100 SXM5 80GB
View Review & RatesDeploy
SaladCloud logo

SaladCloud

MARKETPLACE SPOT
4.7

World's Largest Distributed Consumer GPU Grid from $0.08/hr

Distributed Consumer GPU GridUSDTNo KYC
Starting Price:$0.08/hr (spot)
Storage on Stop:Included in Container Rate
Available GPUs (3 tiers):
RTX 3090RTX 4090
Serverless Models (2 models):
FLUX.1-schnell-BatchWhisper-Large-v3-Batch
View Review & RatesDeploy
Amazon Web Services (AWS EC2 AI) logo

Amazon Web Services (AWS EC2 AI)

CLOUD CONTAINER
4.5

The Enterprise Hyperscaler Benchmark (EC2 P5, G5, G6 UltraClusters)

Enterprise Tier 4 (FedRAMP / SOC 2 / HIPAA)
Starting Price:$0.32/hr (spot)
Storage on Stop:$0.08 - $0.125/GB/month (EBS gp3)
Available GPUs (4 tiers):
L4 24GBA10G 24GBA100 SXM4 80GBH100 SXM5 80GB
View Review & RatesDeploy
Cross-Border Developer Friendly

Payment Methods & KYC Verification Matrix

Find GPU clouds supporting Crypto (USDT/USDC), PayPal, and zero-KYC registration for frictionless deployment.

ProviderCrypto (USDT/BTC)No KYC RequiredBilling GranularityMin DepositVirtual CardsPrivacy & Payment Notes
RunPodUSDT, USDC, BTC, ETHZero KYCPer Second$0 (Pay as you go)FriendlyInstant crypto top-up. No passport/ID required for standard pod deployment.
TensorDockUSDT, BTC, LTC, MoneroZero KYCPer Second$5.00FriendlyHigh privacy tolerance. Monero & USDT accepted with zero KYC.
Vast.aiCrypto via Coinbase / BitPayZero KYCPer Minute$5.00FriendlyCommunity peer-to-peer marketplace. No ID verification necessary.
Lambda LabsCard OnlyID VerifiedHourly$0.00Strict RadarStrict Stripe Radar fraud detection. Virtual credit cards frequently rejected.
Nebius AI StudioCard OnlyID VerifiedPer Second$0.00FriendlyEnterprise InfiniBand cloud. Requires corporate email or standard card verification.
Together AICard OnlyZero KYCPer Token$5.00FriendlyServerless token API. Free $5 credit on signup, no KYC for developer tier.
DeepInfraCrypto via MerchantZero KYCPer Token / Second$0.00FriendlyZero KYC required. Pay-as-you-go serverless inference with instant API keys.
MassedComputeCrypto via Support Ticket / USDTZero KYCHourly / Daily / Monthly$0.00FriendlySupports PayPal and crypto. Zero ID upload required for creator workstations.
SaladCloudCard OnlyZero KYCPer Second$5.00FriendlyPayPal accepted. Fast email signup, distributed residential/idle GPUs.
GroqCard OnlyZero KYCPer Token$0.00FriendlyUltra-fast LPU inference. Standard Stripe card billing with free developer tier.
Cerebras CloudCard OnlyID VerifiedPer Token$0.00Strict RadarEnterprise WSE hardware. Requires corporate domain and verified card.
Fireworks AICard OnlyZero KYCPer Token$0.00FriendlyFast LoRA hot-swapping. Instant API keys, developer friendly Stripe integration.
Modal LabsCard OnlyID VerifiedPer Second$0.00Strict RadarStrict anti-abuse checks. Requires GitHub account linking and phone verification.
CoreWeaveCard OnlyID VerifiedHourly / Contract$1,000+ ContractStrict RadarHyperscale enterprise AI cloud. Requires corporate vetting and credit agreement.
JarvisLabs.aiCard OnlyZero KYCPer Second$0.00FriendlyIndie developer friendly. Accepts global international credit and debit cards.
ReplicateCard OnlyZero KYCPer Run / Token$0.00FriendlyGitHub one-click login. Pay-as-you-go serverless models with instant start.
AWS EC2Card OnlyID VerifiedPer Second$0.00Strict RadarStrict enterprise KYC, mandatory phone call verification, zero crypto.
Cloud Infrastructure Audit Guide

How to Choose an AI Cloud Provider: The 2026 Engineering Framework

Selecting the optimal GPU cloud requires auditing more than just raw hourly rental rates. Infrastructure engineers must evaluate datacenter reliability tiers, stopped storage fees, network egress costs, and compliance/KYC policies.

1. Enterprise Tier 3/4 Clouds vs Decentralized Community Marketplaces

Enterprise Tier 3/4 Clouds (RunPod Secure, Lambda, CoreWeave)

Enterprise clouds operate certified datacenters featuring redundant N+1 power generators, 99.9% uptime SLAs, and standardized 10–100 Gbps network uplinks. GPUs are housed in high-density server racks with direct HuggingFace cache peering, ensuring rapid container boot times and zero unexpected interruptions.

Best For: Customer-facing production APIs, enterprise fine-tuning with proprietary datasets, and long-running distributed training clusters.
Decentralized Marketplaces (Vast.ai, TensorDock Community)

Community marketplaces allow independent hosting facilities and miners to lease out idle GPU capacity. Rental rates are typically 40% to 60% lower than enterprise equivalents. However, machine specifications, PCIe lane bandwidths, and home fiber uplinks vary widely between individual hosts.

Best For: Batch ComfyUI rendering, non-critical academic experiments, hyperparameter sweeps, and budget AI prototyping.

2. The 3 Hidden Costs Every Developer Must Audit

Stopped Storage Accumulation

Most clouds charge $0.10 to $0.15/GB/month for network volumes even while compute instances are stopped. Always terminate idle pods when sessions conclude.

Egress & Bandwidth Caps

While hyperscalers (AWS, Azure) charge up to $0.09/GB for data egress, specialized AI clouds like RunPod and Vast.ai provide unmetered or low-cost bandwidth.

KYC & Crypto Support

Teams requiring anonymity or global payments can filter providers accepting cryptocurrency (USDT, USDC) with no mandatory identity verification.

Frequently Asked Questions: AI Compute Providers

Which provider is best for ComfyUI and FLUX.1?

RunPod and Vast.ai are the top platforms. RunPod offers official 1-click ComfyUI templates with persistent volume support at $0.44/hr for RTX 4090, while Vast.ai offers the lowest spot prices ($0.20/hr) for heavy batch runs.

What are the best alternatives to Lambda Labs?

Due to Lambda's frequent capacity shortages, the top verified alternatives with instant availability are RunPod (Secure Cloud), Vast.ai, and TensorDock. All three provide root SSH and Docker support with zero waitlist.