Model Comparison

Claude Sonnet 4 vs DeepSeek-V3.2-SpecialeWhich is better in 2026?

DeepSeek-V3.2-Speciale significantly outperforms across most benchmarks. DeepSeek-V3.2-Speciale is 19.0x cheaper per token.

Verdict: Claude Sonnet 4 vs DeepSeek-V3.2-Speciale — which is better?

Claude Sonnet 4 (by Anthropic) and DeepSeek-V3.2-Speciale (by DeepSeek) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.

Claude Sonnet 4 outperforms in 0 benchmarks, while DeepSeek-V3.2-Speciale is better at 2 benchmarks (AIME 2025, SWE-Bench Verified). DeepSeek-V3.2-Speciale significantly outperforms across most benchmarks.

On price, DeepSeek-V3.2-Speciale is roughly 19.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Claude Sonnet 4 also accepts a larger context window (200,000 input tokens), making it the stronger choice for long documents and large codebases.

Choose Claude Sonnet 4 if…

  • you process long inputs — it offers a 200,000 token context window

Choose DeepSeek-V3.2-Speciale if…

  • you want the strongest raw capability — it leads on 2 of 2 shared benchmarks
  • cost matters — it's about 19.0x cheaper per token
  • you want the most recent training data — it shipped Dec 2025
  • you need open weights you can self-host or fine-tune

Performance Benchmarks

Comparative analysis across standard metrics

2 benchmarks

Claude Sonnet 4 outperforms in 0 benchmarks, while DeepSeek-V3.2-Speciale is better at 2 benchmarks (AIME 2025, SWE-Bench Verified).

DeepSeek-V3.2-Speciale significantly outperforms across most benchmarks.

Tue Jul 21 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

DeepSeek-V3.2-Speciale costs less

For input processing, Claude Sonnet 4 ($3.00/1M tokens) is 10.7x more expensive than DeepSeek-V3.2-Speciale ($0.28/1M tokens).

For output processing, Claude Sonnet 4 ($15.00/1M tokens) is 35.7x more expensive than DeepSeek-V3.2-Speciale ($0.42/1M tokens).

In conclusion, Claude Sonnet 4 is more expensive than DeepSeek-V3.2-Speciale.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Jul 21 2026 • llm-stats.com
Anthropic
Claude Sonnet 4
Input tokens$3.00
Output tokens$15.00
Best providerAnthropic
DeepSeek
DeepSeek-V3.2-Speciale
Input tokens$0.28
Output tokens$0.42
Best providerDeepSeek
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Claude Sonnet 4 accepts 200,000 input tokens compared to DeepSeek-V3.2-Speciale's 131,072 tokens. DeepSeek-V3.2-Speciale can generate longer responses up to 131,072 tokens, while Claude Sonnet 4 is limited to 64,000 tokens.

Anthropic
Claude Sonnet 4
Input200,000 tokens
Output64,000 tokens
DeepSeek
DeepSeek-V3.2-Speciale
Input131,072 tokens
Output131,072 tokens
Tue Jul 21 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Claude Sonnet 4 supports multimodal inputs, whereas DeepSeek-V3.2-Speciale does not.

Claude Sonnet 4 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Claude Sonnet 4

Text
Images
Audio
Video

DeepSeek-V3.2-Speciale

Text
Images
Audio
Video

License

Usage and distribution terms

Claude Sonnet 4 is licensed under a proprietary license, while DeepSeek-V3.2-Speciale uses MIT.

License differences may affect how you can use these models in commercial or open-source projects.

Claude Sonnet 4

Proprietary

Closed source

DeepSeek-V3.2-Speciale

MIT

Open weights

Release Timeline

When each model was launched

Claude Sonnet 4 was released on 2025-05-22, while DeepSeek-V3.2-Speciale was released on 2025-12-01.

DeepSeek-V3.2-Speciale is 6 months newer than Claude Sonnet 4.

Claude Sonnet 4

May 22, 2025

1.2 years ago

DeepSeek-V3.2-Speciale

Dec 1, 2025

7 months ago

6mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Claude Sonnet 4 is available from Anthropic, Bedrock, Google. DeepSeek-V3.2-Speciale is available from DeepSeek.

Claude Sonnet 4

anthropic logo
Anthropic
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
bedrock logo
AWS Bedrock
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
google logo
Google
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

DeepSeek-V3.2-Speciale

deepseek logo
DeepSeek
Input Price:Input: $0.28/1MOutput Price:Output: $0.42/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Key Takeaways

Larger context window (200,000 tokens)
Supports multimodal inputs
Less expensive input tokens
Less expensive output tokens
Has open weights
Higher AIME 2025 score (96.0% vs 70.5%)
Higher SWE-Bench Verified score (73.1% vs 72.7%)
AnthropicClaude Sonnet 4
DeepSeekDeepSeek-V3.2-Speciale

Detailed Comparison

Interactive Arena

Judge for yourself.

Run your own prompts against Claude Sonnet 4 and DeepSeek-V3.2-Speciale side-by-side, then vote on the output you prefer.

Claude Sonnet 4
✓ Preferred
DeepSeek-V3.2-Speciale
Open in Playground
AI Model Comparison Table
Feature
Anthropic
Claude Sonnet 4
DeepSeek
DeepSeek-V3.2-Speciale

FAQ

Common questions about Claude Sonnet 4 vs DeepSeek-V3.2-Speciale.

Which is better, Claude Sonnet 4 or DeepSeek-V3.2-Speciale?

DeepSeek-V3.2-Speciale significantly outperforms across most benchmarks. Claude Sonnet 4 is made by Anthropic and DeepSeek-V3.2-Speciale is made by DeepSeek. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Claude Sonnet 4 compare to DeepSeek-V3.2-Speciale in benchmarks?

Claude Sonnet 4 scores MMMLU: 86.5%, TAU-bench Retail: 80.5%, GPQA: 75.4%, MMMU: 74.4%, SWE-Bench Verified: 72.7%. DeepSeek-V3.2-Speciale scores HMMT 2025: 99.2%, AIME 2025: 96.0%, CodeForces: 90.0%, t2-bench: 80.3%, SWE-Bench Verified: 73.1%.

Is Claude Sonnet 4 cheaper than DeepSeek-V3.2-Speciale?

DeepSeek-V3.2-Speciale is 10.7x cheaper for input tokens. Claude Sonnet 4 costs $3.00/M input and $15.00/M output via anthropic. DeepSeek-V3.2-Speciale costs $0.28/M input and $0.42/M output via deepseek.

What are the context window sizes for Claude Sonnet 4 and DeepSeek-V3.2-Speciale?

Claude Sonnet 4 supports 200K tokens and DeepSeek-V3.2-Speciale supports 131K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Sonnet 4 and DeepSeek-V3.2-Speciale?

Key differences include context window (200K vs 131K), input pricing ($3.00 vs $0.28/M), multimodal support (yes vs no), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Sonnet 4 and DeepSeek-V3.2-Speciale?

Claude Sonnet 4 is developed by Anthropic and DeepSeek-V3.2-Speciale is developed by DeepSeek.