| Signal | Claude Sonnet 4 | Delta | DeepSeek V3.1 |
|---|---|---|---|
Capabilities | 83 | +17 | |
Benchmarks | 75 | +6 | |
Pricing | 85 | -14 | |
Context window size | 95 | +24 | |
Recency | 69 | -16 | |
Output Capacity | 80 | +16 | |
| Overall Result | 4 wins | of 6 | 2 wins |
Score History
74.4
current score
Claude Sonnet 4
right now
69.1
current score
Anthropic
DeepSeek
DeepSeek V3.1 saves you $997.50/month
That's $11970.00/year compared to Claude Sonnet 4 at your current usage level of 100K calls/month.
| Metric | Claude Sonnet 4 | DeepSeek V3.1 | Winner |
|---|---|---|---|
| Overall Score | 74 | 69 | Claude Sonnet 4 |
| Rank | #69 | #107 | Claude Sonnet 4 |
| Quality Rank | #69 | #107 | Claude Sonnet 4 |
| Adoption Rank | #69 | #107 | Claude Sonnet 4 |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 33K | Claude Sonnet 4 |
| Pricing | $3.00/$15.00/M | $0.15/$0.75/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 67 | Claude Sonnet 4 |
| Benchmarks | 75 | 69 | Claude Sonnet 4 |
| Pricing | 85 | 99 | DeepSeek V3.1 |
| Context window size | 95 | 72 | Claude Sonnet 4 |
| Recency | 69 | 85 | DeepSeek V3.1 |
| Output Capacity | 80 | 64 | Claude Sonnet 4 |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 74/100 (rank #69), placing it in the top 77% of all 290 models tracked.
Scores 69/100 (rank #107), placing it in the top 63% of all 290 models tracked.
Claude Sonnet 4 has a 5-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
DeepSeek V3.1 offers 95% better value per quality point. At 1M tokens/day, you'd spend $13.50/month with DeepSeek V3.1 vs $270.00/month with Claude Sonnet 4 - a $256.50 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. DeepSeek V3.1 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.75/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (74/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Claude Sonnet 4 has a moderate advantage with a 5.300000000000011-point lead in composite score. It wins on more signal dimensions, but DeepSeek V3.1 has specific strengths that could make it the better choice for certain workflows.
Best for Quality
Claude Sonnet 4
Marginally better benchmark scores; both are excellent
Best for Cost
DeepSeek V3.1
95% lower pricing; better value at scale
Best for Reliability
Claude Sonnet 4
Higher uptime and faster response speeds
Best for Prototyping
Claude Sonnet 4
Stronger community support and better developer experience
Best for Production
Claude Sonnet 4
Wider enterprise adoption and proven at scale
by Anthropic
| Capability | Claude Sonnet 4 | DeepSeek V3.1 |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
Anthropic
DeepSeek
DeepSeek V3.1 saves you $22.23/month
That's 95% cheaper than Claude Sonnet 4 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Claude Sonnet 4 | DeepSeek V3.1 |
|---|---|---|
| Context Window | 1M | 33K |
| Max Output Tokens | 64,000 | 7,168 |
| Open Source | No | Yes |
| Created | May 22, 2025 | Aug 21, 2025 |