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Claude Sonnet 4 vs DeepSeek V4 Pro

Claude Sonnet 4

Anthropic

74#91
vs
DeepSeek V4 Pro

DeepSeek

87#40
Signal-by-Signal Comparison
SignalClaude Sonnet 4DeltaDeepSeek V4 Pro
Capabilities
83
+17
67
Benchmarks
75
-13
88
Pricing
85
-14
99
Context window size
95
0
96
Recency
54
-46
100
Output Capacity
80
-13
93
Overall Result
1 wins
of 6
5 wins
DeepSeek V4 Pro wins 5 of 6 signals

Score History

Score History (24 data points)
Claude Sonnet 4DeepSeek V4 Pro
Claude Sonnet 4

74.4

current score

Leader

DeepSeek V4 Pro

right now

DeepSeek V4 Pro

86.7

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Claude Sonnet 4

Anthropic

Per request$0.010500
Daily$35.00
Monthly$1050.00
Annual$12600.00

DeepSeek V4 Pro

DeepSeek

Best Value
Per request$0.000870
Daily$2.90
Monthly$87.00
Annual$1044.00

DeepSeek V4 Pro saves you $963.00/month

That's $11556.00/year compared to Claude Sonnet 4 at your current usage level of 100K calls/month.

92% cheaper
Choose DeepSeek V4 Pro for cost optimization

Claude Sonnet 4 pricing:
Input:$3.00/M tokens
Output:$15.00/M tokens
DeepSeek V4 Pro pricing:
Input:$0.43/M tokens
Output:$0.87/M tokens
Claude Sonnet 4

Anthropic

74

Composite Score

Winner
DeepSeek V4 Pro

DeepSeek

87

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 4DeepSeek V4 ProWinner
Overall Score
74
87
DeepSeek V4 Pro
Rank#91#40
DeepSeek V4 Pro
Quality Rank#91#40
DeepSeek V4 Pro
Adoption Rank#91#40
DeepSeek V4 Pro
Parameters------
Context Window1000K1049K
DeepSeek V4 Pro
Pricing$3.00/$15.00/M$0.43/$0.87/M--
Signal Scores
Capabilities
83
67
Claude Sonnet 4
Benchmarks
75
88
DeepSeek V4 Pro
Pricing
85
99
DeepSeek V4 Pro
Context window size
95
96
DeepSeek V4 Pro
Recency
54
100
DeepSeek V4 Pro
Output Capacity
80
93
DeepSeek V4 Pro
Benchmark Head-to-Head(13 benchmarks)
Claude Sonnet: 0DeepSeek V4: 4
Claude Sonnet
DeepSeek V4
Normalized 0-100%
MMLU
89.5%-
MMLU-Pro
83.7%87.5%
GPQA Diamond
75.4%90.1%
MATH-500
81.4%-
HumanEval
93.8%-
SWE-bench Verified
72.7%80.6%
AIME 2024
58%-
IFEval
90.8%-
BBH
87%-
Arena Elo
13871463
LiveBench
67%-
HLE
5.52%-
BigCodeBench
32.4%-
Benchmark Interpretation

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.

Claude Sonnet 4Strong Performer

Scores 74/100 (rank #91), placing it in the top 69% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
DeepSeek V4 ProElite Tier

Scores 87/100 (rank #40), placing it in the top 87% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

DeepSeek V4 Pro has a 12-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 4 when you need:

  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose DeepSeek V4 Pro when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Claude Sonnet 4
Input cost$3.00/M tokens
Output cost$15.00/M tokens
Cost per quality point$0.242
Est. monthly (1M tokens/day)$270.00
DeepSeek V4 ProBest Value
Input cost$0.43/M tokens
Output cost$0.87/M tokens
Cost per quality point$0.015
Est. monthly (1M tokens/day)$19.58

DeepSeek V4 Pro offers 93% better value per quality point. At 1M tokens/day, you'd spend $19.58/month with DeepSeek V4 Pro vs $270.00/month with Claude Sonnet 4 - a $250.43 monthly difference.

Latency & Speed
Claude Sonnet 4Faster
Speed score0/100
DeepSeek V4 Pro
Speed score0/100

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.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Claude Sonnet 4

Customer support chatbot

Suitable for user-facing chat with competitive response times. DeepSeek V4 Pro also offers lower per-token costs for high-volume support

Claude Sonnet 4

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

DeepSeek V4 Pro

Batch data extraction

Lower output pricing ($0.87/M) reduces costs when processing thousands of records daily

DeepSeek V4 Pro

Creative writing & content

Higher overall composite score (87/100) correlates with better nuance, coherence, and style in long-form content

DeepSeek V4 Pro

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Claude Sonnet 4
Which Should You Choose?
Our recommendation:
DeepSeek V4 Pro

DeepSeek V4 Pro clearly outperforms Claude Sonnet 4 with a significant 12.299999999999997-point lead. For most general use cases, DeepSeek V4 Pro is the stronger choice. However, Claude Sonnet 4 may still excel in niche scenarios.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale
DeepSeek V4 Pro
Recommended

by DeepSeek

  • Choose for Cost - 93% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 4DeepSeek V4 Pro
Vision (Image Input)differs
Function Calling
Streaming
JSON Modediffers
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Sonnet 4

Anthropic

$23.40
estimated monthly cost

DeepSeek V4 Pro

DeepSeek

Best Value
$1.83
estimated monthly cost

DeepSeek V4 Pro saves you $21.57/month

That's 92% 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.

Parameters & Context
ParameterClaude Sonnet 4DeepSeek V4 Pro
Context Window1M1.0M
Max Output Tokens64,000384,000
Open SourceNoYes
CreatedMay 22, 2025Apr 24, 2026
Last updated: 55m ago

相关对比

Claude Sonnet 4 vs DeepSeek V4 Pro (2026) | LM Market Cap