Deep Infra vs Google Cloud
Compare GPU pricing, features, and specifications between Deep Infra and Google Cloud cloud providers. Find the best deals for AI training, inference, and ML workloads.
Deep Infra
Provider 1
Google Cloud
Provider 2
Comparison Overview
GPU Pricing Comparison
| GPU Model ↑ | Deep Infra Price | Google Cloud Price | Price Diff ↕ | Sources |
|---|---|---|---|---|
A100 SXM 80GB VRAM • Deep Infra | Not Available | — | ||
A100 SXM 80GB VRAM • | ||||
H100 80GB VRAM • Deep Infra | Not Available | — | ||
H100 80GB VRAM • | ||||
H200 141GB VRAM • Deep Infra | Not Available | — | ||
H200 141GB VRAM • | ||||
A100 SXM 80GB VRAM • Deep Infra | Not Available | — | ||
A100 SXM 80GB VRAM • | ||||
H100 80GB VRAM • Deep Infra | Not Available | — | ||
H100 80GB VRAM • | ||||
H200 141GB VRAM • Deep Infra | Not Available | — | ||
H200 141GB VRAM • | ||||
Features Comparison
Deep Infra
- Serverless Model APIs
OpenAI-compatible endpoints for 100+ models with autoscaling and pay-per-token billing
- 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, or B200 GPUs
- Transparent GPU Pricing
Published per-GPU rates: A100 $0.89/hr, H100 $1.69/hr, H200 $1.99/hr, B200 $2.49/hr promo
- Inference-Optimized Hardware
All hosted models run on H100 or A100 hardware tuned for low latency
Google Cloud
- Compute Engine
Scalable virtual machines with a wide range of machine types, including GPUs.
- Google Kubernetes Engine (GKE)
Managed Kubernetes service for deploying and managing containerized applications.
- Cloud Functions
Event-driven serverless compute platform.
- Cloud Run
Fully managed serverless platform for containerized applications.
- Vertex AI
Unified ML platform for building, deploying, and managing ML models.
- Preemptible VMs
Short-lived compute instances at a significant discount, suitable for fault-tolerant workloads.
Pros & Cons
Deep Infra
Advantages
- Simple OpenAI-compatible API alongside controllable GPU rentals
- Competitive hourly rates for flagship NVIDIA GPUs including B200 promo pricing
- Fast provisioning with SSH access for dedicated instances
- Supports custom deployments in addition to hosted public models
Considerations
- Region list is not clearly published in the public marketing pages
- Primarily focused on inference and GPU rentals rather than broader cloud services
- B200 promo pricing is time-limited per site note
Google Cloud
Advantages
- Flexible pricing options, including sustained use discounts
- Strong AI and machine learning tools (Vertex AI)
- Good integration with other Google services
- Cutting-edge Kubernetes implementation (GKE)
Considerations
- Limited availability in some regions compared to AWS
- Complexity in managing resources
- Support can be costly
Compute Services
Deep Infra
Serverless Inference
Hosted model APIs with autoscaling on H100/A100 hardware.
- OpenAI-compatible REST API surface
- Runs 100+ public models with pay-per-token pricing
Dedicated GPU Instances
On-demand GPU nodes with SSH access for custom workloads.
Google Cloud
Compute Engine
Offers customizable virtual machines running in Google's data centers.
Google Kubernetes Engine (GKE)
Managed Kubernetes service for running containerized applications.
- Automated Kubernetes operations
- Integration with Google Cloud services
Cloud Functions
Serverless compute platform for running code in response to events.
- Automatic scaling and high availability
- Pay only for the compute time consumed
Pricing Options
Deep Infra
Serverless pay-per-token
OpenAI-compatible inference APIs with pay-per-request billing on H100/A100 hardware
Dedicated GPU hourly rates
Published pricing: A100 $0.89/hr, H100 $1.69/hr, H200 $1.99/hr, B200 $2.49/hr promo (then $4.49/hr)
B200 GPU rentals
SSH-accessible B200 nodes with flexible hourly billing and promo pricing noted on the site
Google Cloud
On-Demand
Pay for compute capacity per hour or per second, with no long-term commitments.
Sustained Use Discounts
Automatic discounts for running instances for a significant portion of the month.
Committed Use Discounts
Save up to 57% with a 1-year or 3-year commitment to a minimum level of resource usage.
Preemptible VMs
Save up to 80% for fault-tolerant workloads that can be interrupted.
Getting Started
Deep Infra
- 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, or B200 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
Google Cloud
- 1
Create a Google Cloud project
Set up a project in the Google Cloud Console.
- 2
Enable billing
Set up a billing account to pay for resource usage.
- 3
Choose a compute service
Select Compute Engine, GKE, Cloud Functions, or Cloud Run based on your needs.
- 4
Create and configure an instance
Launch a VM instance, configure a Kubernetes cluster, or deploy a function/application.
- 5
Manage resources
Use the Cloud Console, command-line tools, or APIs to manage your resources.
Support & Global Availability
Deep Infra
Global Regions
Region list not published on the GPU Instances page; promo mentions Nebraska availability alongside multi-region autoscaling messaging.
Support
Documentation site, dashboard guidance, Discord community link, and contact-sales options.
Google Cloud
Global Regions
40+ regions and 120+ zones worldwide.
Support
Role-based (free), Standard, Enhanced and Premium support plans. Comprehensive documentation, community forums, and training resources.
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