What is the difference between Deep Infra and Hot Aisle?

Deep Infra and Hot Aisle are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: Deep Infra or Hot Aisle?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between Deep Infra and Hot Aisle?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

How many GPU models are available for comparison?

We track pricing for 6 different GPU models across both Deep Infra and Hot Aisle, with 0 models available from both providers.

Deep Infra vs Hot Aisle

Compare GPU and LLM inference API pricing between Deep Infra and Hot Aisle. Find the best rates for AI training, inference, and ML workloads.

Deep Infra

Provider 1

GPUs Available

Visit Website

Hot Aisle

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

Deep Infra GPUs

Hot Aisle GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 6Both available: 0Deep Infra: 5Hot Aisle: 1

Showing 6 of 6 GPUs

Last updated: 11/2/2026, 6:14:48 AM

GPU Model ↑	Deep Infra Price	Hot Aisle Price	Price Diff ↕	Sources
A100 SXM 80GB VRAM • Deep Infra	$1.49/hr★ Best	Not Available	—	Deep Infra
A100 SXM 80GB VRAM • Deep Infra $1.49/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
B200 180GB VRAM • Deep Infra	$4.89/hr★ Best	Not Available	—	Deep Infra
B200 180GB VRAM • Deep Infra $4.89/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
H100 SXM 80GB VRAM • Deep Infra	$2.90/hr★ Best	Not Available	—	Deep Infra
H100 SXM 80GB VRAM • Deep Infra $2.90/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
H200 141GB VRAM • Deep Infra	$3.49/hr★ Best	Not Available	—	Deep Infra
H200 141GB VRAM • Deep Infra $3.49/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
HGX B300 288GB VRAM • Deep Infra	$5.89/hr★ Best	Not Available	—	Deep Infra
HGX B300 288GB VRAM • Deep Infra $5.89/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
MI300X 192GB VRAM • Hot Aisle	Not Available	$2.99/hr★ Best	—	Hot Aisle
MI300X 192GB VRAM • Not Available Hot Aisle $2.99/hour Updated: 11/1/2026 ★Best Price Hot Aisle

A100 SXM 80GB VRAM • Deep Infra	$1.49/hr★ Best	Not Available	—	Deep Infra
A100 SXM 80GB VRAM • Deep Infra $1.49/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
B200 180GB VRAM • Deep Infra	$4.89/hr★ Best	Not Available	—	Deep Infra
B200 180GB VRAM • Deep Infra $4.89/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
H100 SXM 80GB VRAM • Deep Infra	$2.90/hr★ Best	Not Available	—	Deep Infra
H100 SXM 80GB VRAM • Deep Infra $2.90/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
H200 141GB VRAM • Deep Infra	$3.49/hr★ Best	Not Available	—	Deep Infra
H200 141GB VRAM • Deep Infra $3.49/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
HGX B300 288GB VRAM • Deep Infra	$5.89/hr★ Best	Not Available	—	Deep Infra
HGX B300 288GB VRAM • Deep Infra $5.89/hour Updated: 11/2/2026 ★Best Price Not Available Deep Infra
MI300X 192GB VRAM • Hot Aisle	Not Available	$2.99/hr★ Best	—	Hot Aisle
MI300X 192GB VRAM • Not Available Hot Aisle $2.99/hour Updated: 11/1/2026 ★Best Price Hot Aisle

LLM API Pricing Comparison

Total models: 67Both available: 0Deep Infra: 67Hot Aisle: 0

Showing 15 of 67 models

Prices per 1M tokens · Last updated: 11/2/2026, 6:14:48 AM

Model ↑	Deep Infra	Hot Aisle	Input Diff ↕
Claude Fable 5 Anthropic	$10.00 in $50.00 out	Not available	—
Claude Haiku 4.5 Anthropic	$1.00 in $5.00 out	Not available	—
Claude Opus 4.7 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 4.8 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5.5 Anthropic	$4.00 in $20.00 out	Not available	—
Claude Sonnet 4.6 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 5 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 5.5 Anthropic	$2.00 in $10.00 out	Not available	—
DeepSeek R1 DeepSeek	$0.500 in $2.15 out	Not available	—
DeepSeek V3 DeepSeek	$0.320 in $0.890 out	Not available	—
DeepSeek V3.1 DeepSeek	$0.250 in $0.950 out	Not available	—
DeepSeek V3.2 DeepSeek	$0.260 in $0.380 out	Not available	—
DeepSeek V4 Flash DeepSeek	$0.060 in $0.180 out	Not available	—
DeepSeek V4 Flash Vision DeepSeek	$0.440 in $1.32 out	Not available	—

Features Comparison

Deep Infra

Drop-in OpenAI Replacement
OpenAI-compatible API for 100+ models including DeepSeek, Qwen, Llama 4, Claude, and Gemini families with autoscaling
Dedicated GPU Rentals
B200 instances with SSH access spin up in about 10 seconds and bill hourly
Custom LLM Deployments
Deploy your own Hugging Face models onto dedicated A100, H100, H200, B200, or B300 GPUs
Transparent GPU Pricing
Published per-GPU hourly rates for A100, H100, H200, B200, and B300 with competitive pricing
Owned Inference Infrastructure
Runs on its own inference-optimized hardware in US-based data centers rather than rented capacity
Comprehensive AI APIs
Support for text generation, vision and OCR, embeddings and reranking, image, video and music generation, and speech recognition and synthesis

Hot Aisle

AMD MI300X Fleet
Dell PowerEdge XE9680 servers with 8x 192GB AMD Instinct MI300X GPUs and Intel Xeon CPUs.
Minute-Level Billing
Transparent published MI300X rates, with self-service VMs and dedicated 8-GPU bare metal both metered by the minute through Stripe.
Automation Below Kubernetes
NetBox-backed inventory plus automated SONiC networking, PXE boot, host setup, and current ROCm drivers, so orchestration is not the first layer.
Isolated KVM Instances
NUMA-balanced KVM virtual machines with direct GPU access and private isolated networking to avoid noisy neighbors.
High-Speed Fabric
8x400G RoCEv2 per chassis plus 100G internet and unlimited bandwidth.
Ready-to-Use Images
Ubuntu options with ROCm, Docker, and optional K8s/Slurm/Ray installs via cloud-init.

Pros & Cons

Deep Infra

Advantages

Simple OpenAI-compatible API alongside controllable GPU rentals
Competitive hourly rates for NVIDIA GPUs including B200 and B300
Fast provisioning with SSH access for dedicated instances (ready in ~10 seconds)
Supports custom deployments in addition to hosted public models

Considerations

Infrastructure is US-based only, with no published international regions
Primarily focused on inference and GPU rentals rather than broader cloud services
Newer player compared to established cloud providers

Hot Aisle

Advantages

Self-service MI300X VMs with transparent published rates metered by the minute, no sales call required
Dense XE9680 nodes with 8x400G RoCEv2 for multi-server scaling
Credit card to running compute in under a minute, with public IP and firewall control included
100G internet with unlimited bandwidth plus included IPv4/IPv6 addresses

Considerations

Single public region (Grand Rapids, MI) limits locality options
AMD-only GPU lineup today; MI355X is reservation-only for now
VMs top out at 4 GPUs; 8-GPU configurations are offered only as dedicated bare metal

Compute Services

Deep Infra

Serverless Inference

Hosted model APIs with autoscaling on Deep Infra's own inference infrastructure.

Drop-in OpenAI replacement - swap base URL, keep existing code
100+ models including the DeepSeek V4, Qwen 3.7, Llama 4, Claude 5, Gemini 3.5, Gemma 4, GLM-5, Kimi K2.7, and Nemotron 3 families

Dedicated GPU Instances

On-demand GPU nodes with SSH access for custom workloads.

GPU Clusters

Multi-node B200 and B300 clusters with SSH access for training and full-control workloads.

Rent a B200 or B300 cluster and run arbitrary workloads
On-demand DGX B300 configurations billed per instance-hour

Hot Aisle

MI300X Virtual Machines

Self-service, pay-as-you-go MI300X VMs in 1, 2, and 4 GPU sizes, billed by the minute with inclusive bandwidth.

MI300X Bare Metal

Dedicated Dell PowerEdge XE9680 nodes with full-node access and root control, billed by the minute.

Pricing Options

Deep Infra

Serverless pay-per-token

OpenAI-compatible inference APIs billed per input and output token, with no idle GPU time or minimums

Dedicated GPU hourly rates

Published transparent hourly pricing for A100, H100, H200, B200, and B300 GPUs with pay-as-you-go billing

Per-execution-time billing

Non-LLM models are billed for inference execution time rather than per token

Cached input pricing

Prompt-cached input tokens are billed at a lower rate than uncached input tokens

No long-term commitments

Flexible hourly billing for dedicated instances with no prepayments, contracts, or minimums required

Hot Aisle

Pay-as-you-go MI300X VMs

Self-service Small (1x) and Medium (2x/4x) MI300X VMs at a published per-GPU hourly rate, metered by the minute through Stripe with no reservation or cloud minimum.

Pay-as-you-go bare metal

Dedicated 8x MI300X XE9680 nodes at a published per-GPU hourly rate, billed by the minute.

Custom clusters and reservations

Cluster design services for bespoke configurations and locations, plus MI355X reservations, arranged with the team.

Getting Started

Deep Infra

Get Started

1
Create an account
Sign up (GitHub-supported) and open the Deep Infra dashboard
2
Enable billing
Add a payment method to unlock GPU rentals and API usage
3
Pick a GPU option
Choose serverless APIs or dedicated A100, H100, H200, B200, or B300 instances
4
Launch and connect
Start instances with SSH access or call the OpenAI-compatible API endpoints
5
Monitor usage
Track spend and instance status from the dashboard and shut down when idle

Hot Aisle

Get Started

1
Follow the quick start
Create your account and team through the quick start guide and terminal UI.
2
Add billing credits
Purchase team credits via credit card to unlock self-service VM launches.
3
Pick a VM size
Choose a 1x, 2x, or 4x MI300X VM, or deploy an 8x MI300X bare metal node.
4
Launch and configure
Select Ubuntu and start the instance; ROCm and Docker come preinstalled with cloud-init support.
5
Automate with the API
Use the documented REST API or CLI for VM and bare metal lifecycle management, power control, and SSH key management.

Support & Global Availability

Deep Infra

Global Regions

Runs on self-operated, inference-optimized infrastructure in US-based data centers; no international region list is published.

Support

Documentation site, dashboard guidance, Discord community, feedback email (feedback@deepinfra.com), and contact-sales options.

Hot Aisle

Global Regions

Switch Pyramid data center in Grand Rapids, Michigan (Tier 5 facility, renewable energy, high physical security).

Support

White glove support via a direct Slack channel with the engineers who operate the platform, plus hello@hotaisle.ai, API docs, and Dell ProSupport Next Business Day hardware coverage.