DeepSeek-R1-0528 Complete Guide to Inference Provider: Where to Run Leading Open Source Inference Models

DeepSeek-R1-0528 has become a groundbreaking open source reasoning model that matches OpenAI’s O1 and Google’s Gemini 2.5 Pro. With an accuracy of 87.5% in AIME 2025 testing, it has significantly reduced costs and has become the first choice for developers and enterprises seeking strong AI inference capabilities.

This comprehensive guide covers all major providers where you can access DeepSeek-R1-0528 from cloud API to on-premises deployment options, as well as current pricing and performance comparisons. ((Updated on August 11, 2025)

Cloud and API providers

DeepSeek official API

The most cost-effective option

• Pricing: $0.55/m input token, $2.19/m output token
• feature: 64K context length, local reasoning capability
• The best: Cost-sensitive application, extensive use
• notes: Includes off-peak pricing discounts (16:30-00:30 UTC daily)

Amazon Bedrock (AWS)

Enterprise-level hosting solutions

• Availability: Fully managed serverless deployment
• area: United States East (N. Virginia), United States East (Ohio), United States West (Oregon)
• feature: Enterprise security, Amazon cornerstone guardrail integration
• The best: Enterprise deployment, regulated industries
• notes: AWS is the first cloud provider to offer DeepSeek-R1 as a fully managed one

Together

Performance optimization options

• DeepSeek-R1: $3.00 input/$7.00 output per million token
• DeepSeek-R1 Throughput: $0.55 input/$2.19 output per million token
• feature: Serverless endpoint, dedicated inference cluster
• The best: Production applications require consistent performance

Novita Ai

Competitive cloud options

• Pricing: $0.70/m input token, $2.50/m output token
• feature: OpenAI-compatible API, multilingual SDK
• GPU rental: Hourly pricing for A100/H100/H200 instances
• The best: Developers who want flexible deployment options

Fireworks AI

Advanced Performance Provider

• Pricing: Higher floor pricing (current rate contact)
• feature: Quick reasoning, corporate support
• The best: Applications where speed is crucial

Other famous providers

• Nebius AI Studio: Competitive API pricing
• paratrooper: Listed as API provider
• Microsoft Azure: Available (some sources indicate preview pricing)
• hyperbola:Quick fast performance through FP8
• Deepinfra: API access is available

GPU rental and infrastructure providers

novita ai gpu instance

• hardware: A100, H100, H200 GPU instance
• Pricing: Available hourly rent (current rate contact)
• feature: Step-by-step setup guide, flexible zoom

Amazon shooter maker

• Require: ML.P5E.48XLARGE instances are minimal
• feature: Custom model import, enterprise integration
• The best: There are custom requirements for AWS local deployment

Local and open source deployment

Hug the hinge on the face

• Right to use: Free model weight download
• license: MIT License (commercial use permitted)
• Format: SafetEnsors format, ready for deployment
• tool: Transformers library, pipeline support

Local deployment options

• Horama: Popular framework for local LLM deployment
• vllm: High-performance inference server
• Not stuffed: Optimized for low-resource deployment
• Open the Web UI: User-friendly local interface

Hardware requirements

• Complete model: Requires a lot of GPU memory (671b parameters, 37B activity)
• Distilled version (Qwen3-8b): Can run on consumer hardware
  • RTX 4090 or RTX 3090 (24GB VRAM) is recommended
  • Quantitative version of at least 20GB RAM

Pricing comparison table

Provider	Enter price/1m	Output price/1m	Key Features	The best
DeepSeek Officials	$0.55	$2.19	Minimum cost, off-peak discounts	Large, cost-sensitive
Together AI (throughput)	$0.55	$2.19	Production optimization	Balancing cost/performance
Novita Ai	$0.70	$2.50	GPU rental options	Flexible deployment
Together AI (standard)	$3.00	$7.00	Advanced Performance	Speed-critical applications
Amazon bedrock	Contact AWS	Contact AWS	Enterprise Functions	Regulated industries
Hug the face	Free	Free	Open source	Local deployment

Prices may change. Always verify the provider’s current pricing.

Performance considerations

Speed and cost trade-off

• DeepSeek Officials: Cheapest but higher incubation period
• Advanced provider: 2-4x cost but less than 5 seconds response time
• Local deployment: No direct fees, but hardware investment is required

Regional Availability

• Some providers have limited regional availability
• AWS BEDROCK: Currently only in the United States
• Check provider documentation for the latest regional support

DeepSeek-R1-0528 Major improvements

Enhanced reasoning skills

• Aime 2025: 87.5% accuracy (from 70% improvement)
• Deeper thinking: Average tokens per question 23K (formerly vs 12k)
• HMMT 2025: 79.4% accuracy improvement

New Features

• Timely support of the system
• JSON output format
• Function Call Function
• Decreased hallucination rate
• No need for manual thinking activation

Distillation model options

DeepSeek-R1-0528-QWEN3-8B

• 8B parameter valid version
• Running on consumer hardware
• Match performance for larger sizes
• Very suitable for resource constraint deployment

Choose the right provider

Targeting startups and small projects

recommend: DeepSeek official API

• Minimum cost is $0.55/$2.19 per million tokens
• Enough performance in most use cases
• Available Discounts Available

For production applications

recommend: Together AI or Novita AI

• Better performance guarantee
• Corporate support
• Scalable infrastructure

Enterprises and regulated industries

recommend: Amazon bedrock

• Enterprise-level security
• Compliance features
• Integrate with the AWS ecosystem

For local development

recommend: Hug the face + ollama

• Free to use
• Complete control over data
• No API rate limit

in conclusion

DeepSeek-R1-0528 provides unprecedented access to advanced AI reasoning capabilities in a small part of the proprietary alternative. Whether you are a startup, trying out AI or deploying at scale, there is a deployment option that suits your needs and budget.

The key is to select the right provider based on your specific requirements for cost, performance, safety, and scale. Start testing with the official DeepSeek API and then expand to enterprise providers as your demand grows.

Disclaimer: As the AI landscape develops rapidly, current prices and availability are always directly verified.

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