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DeepSeek V3 vs DeepSeek V4 Pro

DeepSeek V3

DeepSeek

70#116
vs
DeepSeek V4 Pro

DeepSeek

87#40
Signal-by-Signal Comparison
SignalDeepSeek V3DeltaDeepSeek V4 Pro
Capabilities
50
-17
67
Benchmarks
70
-18
88
Pricing
99
+0
99
Context window size
83
-13
96
Recency
28
-72
100
Output Capacity
70
-23
93
Overall Result
1 wins
of 6
5 wins
DeepSeek V4 Pro wins 5 of 6 signals

Score History

Score History (24 data points)
DeepSeek V3DeepSeek V4 Pro
DeepSeek V3

69.5

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)

DeepSeek V3

DeepSeek

Best Value
Per request$0.000600
Daily$2.00
Monthly$60.02
Annual$720.30

DeepSeek V4 Pro

DeepSeek

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

DeepSeek V3 saves you $26.98/month

That's $323.70/year compared to DeepSeek V4 Pro at your current usage level of 100K calls/month.

31% cheaper
Choose DeepSeek V3 for cost optimization

DeepSeek V3 pricing:
Input:$0.20/M tokens
Output:$0.80/M tokens
DeepSeek V4 Pro pricing:
Input:$0.43/M tokens
Output:$0.87/M tokens
DeepSeek V3

DeepSeek

70

Composite Score

Winner
DeepSeek V4 Pro

DeepSeek

87

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V3DeepSeek V4 ProWinner
Overall Score
70
87
DeepSeek V4 Pro
Rank#116#40
DeepSeek V4 Pro
Quality Rank#116#40
DeepSeek V4 Pro
Adoption Rank#116#40
DeepSeek V4 Pro
Parameters------
Context Window164K1049K
DeepSeek V4 Pro
Pricing$0.20/$0.80/M$0.43/$0.87/M--
Signal Scores
Capabilities
50
67
DeepSeek V4 Pro
Benchmarks
70
88
DeepSeek V4 Pro
Pricing
99
99
DeepSeek V3
Context window size
83
96
DeepSeek V4 Pro
Recency
28
100
DeepSeek V4 Pro
Output Capacity
70
93
DeepSeek V4 Pro
Benchmark Head-to-Head(13 benchmarks)
DeepSeek V3: 0DeepSeek V4: 4
DeepSeek V3
DeepSeek V4
Normalized 0-100%
MMLU
88.5%-
MMLU-Pro
75.9%87.5%
GPQA Diamond
59.1%90.1%
MATH-500
90.2%-
HumanEval
82.6%-
SWE-bench Verified
42%80.6%
AIME 2024
39.2%-
GSM8K
96.7%-
IFEval
87.1%-
BBH
87.5%-
Arena Elo
13181463
LiveBench
60.4%-
BigCodeBench
50%-
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.

DeepSeek V3Competitive

Scores 70/100 (rank #116), placing it in the top 60% 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 17-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose DeepSeek V3 when you need:

  • Self-hosted deployments where you need full control over the model

Choose DeepSeek V4 Pro when you need:

  • Processing long documents or large codebases (1049K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
DeepSeek V3Best Value
Input cost$0.20/M tokens
Output cost$0.80/M tokens
Cost per quality point$0.014
Est. monthly (1M tokens/day)$15.00
DeepSeek V4 Pro
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 V3 offers 23% better value per quality point. At 1M tokens/day, you'd spend $15.00/month with DeepSeek V3 vs $19.58/month with DeepSeek V4 Pro - a $4.57 monthly difference.

Latency & Speed
DeepSeek V3Faster
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

DeepSeek V3

Customer support chatbot

Suitable for user-facing chat with competitive response times. DeepSeek V3 also offers lower per-token costs for high-volume support

DeepSeek V3

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 ($0.80/M) reduces costs when processing thousands of records daily

DeepSeek V3

Creative writing & content

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

DeepSeek V4 Pro
Which Should You Choose?
Our recommendation:
DeepSeek V4 Pro

DeepSeek V4 Pro clearly outperforms DeepSeek V3 with a significant 17.200000000000003-point lead. For most general use cases, DeepSeek V4 Pro is the stronger choice. However, DeepSeek V3 may still excel in niche scenarios.

by DeepSeek

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 23% lower pricing; better value at scale
  • 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

Consider for specialized use cases.

Capability Comparison
CapabilityDeepSeek V3DeepSeek V4 Pro
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V3

DeepSeek

Best Value
$1.32
estimated monthly cost

DeepSeek V4 Pro

DeepSeek

$1.83
estimated monthly cost

DeepSeek V3 saves you $0.5065/month

That's 28% cheaper than DeepSeek V4 Pro 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
ParameterDeepSeek V3DeepSeek V4 Pro
Context Window164K1.0M
Max Output Tokens16,000384,000
Open SourceYesYes
CreatedDec 26, 2024Apr 24, 2026
Last updated: 54m ago

相关对比

DeepSeek V3 vs DeepSeek V4 Pro (2026) | LM Market Cap