DeepSeek R1-0528: The Ultimate Guide for Inference Providers – Where to run the leading open-source reasoning model

DeepSeek R1-0528 is a revolutionary open-source reasoning engine that can compete with proprietary models like OpenAI o1 or Google Gemini 2.5 Pro. The model’s impressive accuracy of 87.5% on AIME tests 2025 and its significantly lower costs have led to it becoming the first choice among developers and enterprise seeking AI reasoning capabilities.

This guide compares the current prices and performance of DeepSeek-R1-0528 across all providers, from local to cloud deployment options. (Updated on August 11, 2025)

Cloud & API Providers

DeepSeek Official API

Most cost-effective options

• Pricing: $0.55/M input tokens, $2.19/M output tokens
• You can find out more about this by clicking here.Native reasoning capability – 64K context size
• The Best of EverythingApplications that are cost sensitive, and high volume usage
• NotesIncluded are discounts for off-peak hours (16:30 – 00:30 daily UTC)

Amazon Bedrock (AWS)

Managed solution for enterprise-level enterprises

• AvailableFully Managed Serverless Deployment
• The Regions: US East (N. Virginia), US East (Ohio), US West (Oregon)
• You can find out more about this by clicking here.Integration of Amazon Bedrock Guardrails with Enterprise Security
• The Best of EverythingDeployments in enterprise deployments for regulated industries
• NotesAWS has been the first to fully manage DeepSeek R1

Together AI

Performance-optimized options

• DeepSeek-R13.00$ input/ 7.00$ output for 1M tokens
• DeepSeek R1 Throughput1M Tokens: $0.5 input/$2.19 output
• You can find out more about this by clicking here.Endpoints without servers, reasoning clusters dedicated
• The Best of Everything: Production applications requiring consistent performance

Novita AI

Competitive cloud option

• Pricing: $0.70/M input tokens, $2.50/M output tokens
• You can find out more about this by clicking here.OpenAI compatible API and multi-language SDKs
• GPU RentalPrices are available on an hourly basis for instances A100/H100/H200
• The Best of EverythingDeveloping flexible deployment options is a priority for developers

Fireworks AI

High-performance provider

• Pricing: Higher tier pricing (contact for current rates)
• You can find out more about this by clicking here.: Fast inference, enterprise support
• The Best of EverythingApplications in which speed is a critical factor

There are many other providers.

• Nebius AI Studio: Competitive API pricing
• ParasailListed API providers
• Microsoft AzureAvailable (some source indicate preview prices)
• HyperbolicFast performance using FP8 Quantization
• DeepInfraAPI Access Available

GPU Rental & Infrastructure Providers

Novita AI GPU Instances

• HardwareA100,H100,H200 GPU instances
• PricingRentals available by the hour (contact us for rates).
• You can find out more about this by clicking here.Step-by step setup guides and flexible scaling

Amazon SageMaker

• Needs: mlMinimum.p5e.48xlarge instances
• You can find out more about this by clicking here.: Custom model import, enterprise integration
• The Best of EverythingAWS native deployments and customization requirements

Local & Open-Source Deployment

Hugging Face Hub

• You can access this page by clicking here.: Free model weights download
• “MIT License – Commercial Use is allowed
• Formats: Safetensors format, ready for deployment
• You can also find out more about: Transformers library, pipeline support

Local Deployment Options

• OllamaPopular Framework for Local LLM Deployment
• The vLLMInference with high-performance server
• UnslothIt is designed to be deployed with less resources.
• Open Web InterfaceLocal interface that is easy to use

Hardware requirements

• Full ModelThis requires a significant amount of GPU memory (671/371/671B).
• Distilled Version Qwen3-8BCan be run on any consumer hardware
  • RTX4090 or RTX3090 (24GB RAM) is recommended
  • Minimum 20GB RAM required for Quantized Versions

Pricing Comparison Table

Prices may change. Verify current prices with the providers.

Performance Issues

Cost vs. Speed Cost-Effective Tradeoffs

• DeepSeek OfficialCheapest, but with higher latency
• Premium ProvidersResponse times of less than 5 seconds at a cost 2-4 times higher
• Local DeploymentThere are no per-token fees, but hardware is required.

Browse Regionally Available Products

• Some providers only offer limited availability in certain regions
• AWS Bedrock : currently US only
• Check provider documentation for latest regional support

DeepSeek-R1-0528 Key improvements

Enhance Reasoning Skills

• AIME 2025The accuracy has increased to 87.5% (up from 70%)
• Think deeper: 23K average tokens per question (vs 12K previously)
• HMMT-2025Improved accuracy by 79.4%

New Features

• System prompt support
• JSON Output Format
• Function calling capabilities
• Hallucinations reduced by half
• There is no need to think or activate manually

The Distilled Option

DeepSeek-R1-0528-Qwen3-8B

• 8B parameter efficient version
• Consumer hardware is affected by a run
• The performance is comparable with larger models
• Ideal for deployments with limited resources

How to Choose the Right Service Provider

For Startups & Small Projects

Recommendation: DeepSeek Official API

• Lowest cost at $0.55/$2.19 per 1M tokens
• Productivity is sufficient in most cases
• Off-peak discounts available

The Production of Applications

RecommendationNovita AI or Together AI

• Performance Guarantees
• Enterprise support
• Infrastructure that can be scaled up

For Enterprise & Regulated Industries

RecommendationAmazon Bedrock

• Security for Enterprises
• Compliance measures
• Integrate with AWS ecosystem

Local Development

Recommendation: Hugging Face + Ollama

• Use it for free
• Full control over data
• No API rate limits

The conclusion of the article is:

DeepSeek-R1-0528 gives you access to AI reasoning abilities at a fraction the price of other proprietary solutions. There are deployment options that fit your budget and needs, whether you’re an enterprise or a startup looking to experiment with AI.

Choose the best provider for your requirements based on cost, scale, security and performance. You can start with DeepSeek’s official API to test, then progress on to the enterprise API as you grow.

Please verify the current price and availability of AI products directly with vendors, since AI is a rapidly evolving field.