DeepSeek-R1-0528 has emerged as a groundbreaking open-source reasoning model that rivals proprietary alternatives like OpenAI’s o1 and Google’s Gemini 2.5 Pro. With its impressive 87.5% accuracy on AIME 2025 tests and significantly lower costs, it’s become the go-to choice for developers and enterprises seeking powerful AI reasoning capabilities.
This comprehensive guide covers all the major providers where you can access DeepSeek-R1-0528, from cloud APIs to local deployment options, with current pricing and performance comparisons. (Updated August 11, 2025)
Cloud & API Providers
DeepSeek Official API
The most cost-effective option
Pricing: $0.55/M input tokens, $2.19/M output tokens
Features: 64K context length, native reasoning capabilities
Best for: Cost-sensitive applications, high-volume usage
Note: Includes off-peak pricing discounts (16:30-00:30 UTC daily)
Amazon Bedrock (AWS)
Enterprise-grade managed solution
Availability: Fully managed serverless deployment
Regions: US East (N. Virginia), US East (Ohio), US West (Oregon)
Features: Enterprise security, Amazon Bedrock Guardrails integration
Best for: Enterprise deployments, regulated industries
Note: AWS is the first cloud provider to offer DeepSeek-R1 as fully managed
Together AI
Performance-optimized options
DeepSeek-R1: $3.00 input / $7.00 output per 1M tokens
DeepSeek-R1 Throughput: $0.55 input / $2.19 output per 1M tokens
Features: Serverless endpoints, dedicated reasoning clusters
Best for: Production applications requiring consistent performance
Novita AI
Competitive cloud option
Pricing: $0.70/M input tokens, $2.50/M output tokens
Features: OpenAI-compatible API, multi-language SDKs
GPU Rental: Available with hourly pricing for A100/H100/H200 instances
Best for: Developers wanting flexible deployment options
Fireworks AI
Premium performance provider
Pricing: Higher tier pricing (contact for current rates)
Features: Fast inference, enterprise support
Best for: Applications where speed is critical
Other Notable Providers
Nebius AI Studio: Competitive API pricing
Parasail: Listed as API provider
Microsoft Azure: Available (some sources indicate preview pricing)
Hyperbolic: Fast performance with FP8 quantization
DeepInfra: API access available
GPU Rental & Infrastructure Providers
Novita AI GPU Instances
Hardware: A100, H100, H200 GPU instances
Pricing: Hourly rental available (contact for current rates)
Features: Step-by-step setup guides, flexible scaling
Amazon SageMaker
Requirements: ml.p5e.48xlarge instances minimum
Features: Custom model import, enterprise integration
Best for: AWS-native deployments with customization needs
Local & Open-Source Deployment
Hugging Face Hub
Access: Free model weights download
License: MIT License (commercial use allowed)
Formats: Safetensors format, ready for deployment
Tools: Transformers library, pipeline support
Local Deployment Options
Ollama: Popular framework for local LLM deployment
vLLM: High-performance inference server
Unsloth: Optimized for lower-resource deployments
Open Web UI: User-friendly local interface
Hardware Requirements
Full Model: Requires significant GPU memory (671B parameters, 37B active)
Distilled Version (Qwen3-8B): Can run on consumer hardware
RTX 4090 or RTX 3090 (24GB VRAM) recommended
Minimum 20GB RAM for quantized versions
Pricing Comparison Table
Prices are subject to change. Always verify current pricing with providers.
Performance Considerations
Speed vs. Cost Trade-offs
DeepSeek Official: Cheapest but may have higher latency
Premium Providers: 2-4x cost but sub-5 second response times
Local Deployment: No per-token costs but requires hardware investment
Regional Availability
Some providers have limited regional availability
AWS Bedrock: Currently US regions only
Check provider documentation for latest regional support
DeepSeek-R1-0528 Key Improvements
Enhanced Reasoning Capabilities
AIME 2025: 87.5% accuracy (up from 70%)
Deeper thinking: 23K average tokens per question (vs 12K previously)
HMMT 2025: 79.4% accuracy improvement
New Features
System prompt support
JSON output format
Function calling capabilities
Reduced hallucination rates
No manual thinking activation required
Distilled Model Option
DeepSeek-R1-0528-Qwen3-8B
8B parameter efficient version
Runs on consumer hardware
Matches performance of much larger models
Perfect for resource-constrained deployments
Choosing the Right Provider
For Startups & Small Projects
Recommendation: DeepSeek Official API
Lowest cost at $0.55/$2.19 per 1M tokens
Sufficient performance for most use cases
Off-peak discounts available
For Production Applications
Recommendation: Together AI or Novita AI
Better performance guarantees
Enterprise support
Scalable infrastructure
For Enterprise & Regulated Industries
Recommendation: Amazon Bedrock
Enterprise-grade security
Compliance features
Integration with AWS ecosystem
For Local Development
Recommendation: Hugging Face + Ollama
Free to use
Full control over data
No API rate limits
Conclusion
DeepSeek-R1-0528 offers unprecedented access to advanced AI reasoning capabilities at a fraction of the cost of proprietary alternatives. Whether you’re a startup experimenting with AI or an enterprise deploying at scale, there’s a deployment option that fits your needs and budget.
The key is choosing the right provider based on your specific requirements for cost, performance, security, and scale. Start with the DeepSeek official API for testing, then scale to enterprise providers as your needs grow.
Disclaimer: Always verify current pricing and availability directly with providers, as the AI landscape evolves rapidly.
Asif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.
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