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DeepSeek

DeepSeek V4, V3 and R1 - powerful open-source models. V4-Flash & V4-Pro with 1M context. AI consulting from Germany advises on secure DeepSeek usage.

License MIT (Code), Model Agreement (V3), MIT (R1)
GDPR Hosting Available
Context 128K-1M Tokens
Modality Text, Image, Code → Text, Code

Versions

Overview of available model variants

ModelReleaseEUStrengthsWeaknessesStatus
DeepSeek-V4-Pro
24 April 2026
1.6 trillion parameters (~49B active – MoE) 1M token context window (Compressed Sparse Attention + Heavily Compressed Attention) Thinking and non-thinking mode Open weights on HuggingFace Available in Microsoft Foundry since May 2026
Extremely high resource requirements for self-hosting EU region on AWS Bedrock not yet confirmed (US-first rollout)
Current
DeepSeek-V4-Flash Recommended
April 2026
284B parameters (~13B active – MoE) 1M token context window Open weights on HuggingFace Cost-efficient alternative to V4-Pro Available in Microsoft Foundry since May 2026
EU region on AWS Bedrock not yet confirmed
Current
DeepSeek-V3.2
December 2025
Current generation Open source (Model Agreement) Now available on AWS, Azure, Vertex AI
Resource intensive
Current
DeepSeek-V3.1
2025
Stable Available on AWS Bedrock EU
Current
DeepSeek-R1
January 2025
Reasoning focus MIT License
Current

Use Cases

Typical applications for this model

Coding & Software Development
Mathematics & Science
Reasoning Tasks
Research & Development
Self-Hosted Deployments
Agentic Workflows

Technical Details

API, features and capabilities

API & Availability
Availability Public
Latency (TTFT) ~800ms
Features & Capabilities
Tool Use Function Calling Structured Output Vision Reasoning Mode File Upload
Training & Knowledge
Knowledge Cutoff 2025 (V4)
Fine-Tuning Available (LoRA, Full, PEFT)
Language Support
Best Quality English, Chinese
Supported 50+ languages
Best quality in English and Chinese, good quality in German

Hosting & Compliance

GDPR-compliant hosting options and licensing

GDPR-Compliant Hosting Options
AWS
Frankfurt (eu-central-1)
Amazon Bedrock - V3.1/V3.2 available
Azure
West Europe
Microsoft Foundry - V3/R1 plus V4-Flash/V4-Pro (since May 2026)
Google Cloud
Frankfurt (europe-west3)
Vertex AI - V3.2/R1 available
Self-Hosted
Own Infrastructure
Open source - full control
License & Hosting
License MIT (Code), Model Agreement (V3), MIT (R1)
Security Filters Customizable
On-Premise

Update June 2026: Since May 2026, DeepSeek V4-Flash and V4-Pro are also available in Microsoft Foundry – making the V4 generation usable on a hyperscaler with EU data residency for the first time. On AWS Bedrock, EU regions continue to offer V3.1, V3.2 and R1; V4-Pro typically rolls out to US regions first. innFactory AI Consulting from Germany advises on all deployment options.

Update April 2026: On 24 April 2026, DeepSeek released the V4 generation. V4-Flash (284B) and V4-Pro (1.6T parameters) offer 1M token context via a new hybrid attention mechanism (Compressed Sparse Attention + Heavily Compressed Attention). Both models are available as open weights on HuggingFace.

DeepSeek V4 - The New Generation (April 2026)

DeepSeek has made a significant leap with the V4 generation:

V4-Flash

  • 284B parameters total, ~13B active (MoE)
  • 1M token context window
  • Thinking and non-thinking mode
  • API: deepseek-v4-flash
  • Open weights on HuggingFace

V4-Pro

  • 1.6 trillion parameters total, ~49B active (MoE)
  • 1M token context window – only 27% of the FLOPs and 10% of the KV cache compared to V3.2
  • Thinking and non-thinking mode
  • API: deepseek-v4-pro
  • 80.6% SWE-Bench (per DeepSeek)

Note: The previous API names deepseek-chat and deepseek-reasoner will be deprecated on July 24, 2026 and redirected to V4-Flash.

Key Strengths

Open Source & Licensing

DeepSeek offers full transparency:

  • Public Weights: Fully available on GitHub/Hugging Face
  • Licensing: R1 under MIT, V3 under a separate Model Agreement
  • Community: Active development
  • Customizable: Fine-tuning and modifications possible

MoE Architecture

DeepSeek uses innovative Mixture-of-Experts:

  • 671B parameters total, but only 37B active per request
  • Efficient: High performance with reduced resource requirements
  • Multihead Latent Attention: New attention mechanism

Reasoning Capabilities (R1)

DeepSeek-R1 shows transparent thinking processes:

  • Chain-of-thought is made visible
  • Particularly strong in mathematics and logic
  • Comparable to OpenAI o1

EU Availability (Update February 2026)

DeepSeek is now available through all three major cloud providers in EU regions:

AWS Bedrock

  • Regions: Frankfurt (eu-central-1), Ireland (eu-west-1)
  • Models: DeepSeek-V3.1, V3.2
  • Advantage: Serverless, immediate availability

Microsoft Foundry (formerly Azure AI Foundry)

  • Regions: West Europe, Sweden Central
  • Models: V3, R1, V4-Flash and V4-Pro (since May 2026)
  • Advantage: Azure ecosystem integration, now with the V4 generation

Google Vertex AI

  • Regions: Frankfurt (europe-west3), Netherlands (europe-west4)
  • Models: V3.2, R1
  • Advantage: Vertex AI Model Garden

Self-Hosting

Still available for maximum control and full GDPR compliance.

Important Notes

Data Privacy Considerations

Update February 2026: With availability on AWS Bedrock, Azure AI, and Google Vertex AI in EU regions, enterprises can now use DeepSeek GDPR-compliant in the cloud!

  • Cloud Hosting (EU): Data remains in EU regions with AWS/Azure/Google
  • Direct API: DeepSeek servers in China (caution with sensitive data)
  • Self-Hosting: Still the option with maximum control

For Enterprises: Cloud providers offer EU data residency with full compliance. Self-hosting remains an alternative for highest security requirements.

Self-Hosting as a Solution

The open-source model can be operated in your own infrastructure:

  • All data remains under your control
  • No dependency on external APIs
  • Full GDPR compliance possible
  • Hardware requirements: Multiple high-end GPUs (A100/H100)

Price-Performance

DeepSeek offers excellent value:

  • API: Very affordable prices (approx. 90% cheaper than GPT-4)
  • Self-Hosting: Free to use (only hardware costs)
  • No License Fees: R1 under MIT, V3 under Model Agreement

Our Recommendation

DeepSeek is technically impressive and reaches frontier-level performance in reasoning and coding. With the new EU availability on AWS, Azure, and Google, enterprises can now use DeepSeek GDPR-compliant.

For most enterprises, we recommend:

  • Cloud Option: DeepSeek-V4-Flash via the API or EU cloud providers - affordable, powerful, 1M context
  • Self-Hosting: DeepSeek-V4-Flash or V3.2 for maximum control and customizability

The choice depends on your requirements for control, compliance, and technical resources.

Cost estimation for this model

For up-to-date token pricing, model variants and EU availability, see our sister project ai-prices.eu. It helps you compare and estimate the operational cost of leading AI models for your specific use case.

Compare prices on ai-prices.eu

ai-prices.eu is a project by innFactory AI Consulting GmbH and provides transparent cost estimates for leading AI models.

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