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DeepSeek V4 Pro 0423 vs Qwen3 Coder Next

DeepSeek V4 Pro 0423

DeepSeek

40#330
vs
Qwen3 Coder Next

Alibaba

40#343
Signal-by-Signal Comparison
SignalDeepSeek V4 Pro 0423DeltaQwen3 Coder Next
Capabilities
67
+17
50
Pricing
98
-1
99
Context window size
96
+10
86
Recency
100
+9
91
Output Capacity
89
+3
86
Overall Result
4 wins
of 5
1 wins
DeepSeek V4 Pro 0423 wins 4 of 5 signals

Score History

Score History (32 data points)
DeepSeek V4 Pro 0423Qwen3 Coder Next
DeepSeek V4 Pro 0423

40

current score

Leader

Tied

right now

Qwen3 Coder Next

40

current score

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

DeepSeek V4 Pro 0423

DeepSeek

Per request$0.001778
Daily$5.93
Monthly$177.79
Annual$2133.52

Qwen3 Coder Next

Alibaba

Best Value
Per request$0.000520
Daily$1.73
Monthly$52.00
Annual$624.00

Qwen3 Coder Next saves you $125.79/month

That's $1509.52/year compared to DeepSeek V4 Pro 0423 at your current usage level of 100K calls/month.

71% cheaper
Choose Qwen3 Coder Next for cost optimization

DeepSeek V4 Pro 0423 pricing:
Input:$0.89/M tokens
Output:$1.78/M tokens
Qwen3 Coder Next pricing:
Input:$0.12/M tokens
Output:$0.80/M tokens
Tie
DeepSeek V4 Pro 0423

DeepSeek

40

Composite Score

Tie
Qwen3 Coder Next

Alibaba

40

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V4 Pro 0423Qwen3 Coder NextWinner
Overall Score
40
40
--
Rank#330#343
DeepSeek V4 Pro 0423
Quality Rank#330#343
DeepSeek V4 Pro 0423
Adoption Rank#330#343
DeepSeek V4 Pro 0423
Parameters------
Context Window1049K262K
DeepSeek V4 Pro 0423
Pricing$0.89/$1.78/M$0.12/$0.80/M--
Signal Scores
Capabilities
67
50
DeepSeek V4 Pro 0423
Pricing
98
99
Qwen3 Coder Next
Context window size
96
86
DeepSeek V4 Pro 0423
Recency
100
91
DeepSeek V4 Pro 0423
Output Capacity
89
86
DeepSeek V4 Pro 0423
Benchmark Head-to-Head(4 benchmarks)
DeepSeek V4: 0Qwen3 Coder: 0
DeepSeek V4
Qwen3 Coder
Normalized 0-100%
MMLU-Pro
87.5%-
GPQA Diamond
90.1%-
SWE-bench Verified
80.6%-
Arena Elo
1463-
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 V4 Pro 0423Entry Level

Scores 40/100 (rank #330), placing it in the top -13% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3 Coder NextEntry Level

Scores 40/100 (rank #343), placing it in the top -18% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose DeepSeek V4 Pro 0423 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

Choose Qwen3 Coder Next when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
DeepSeek V4 Pro 0423
Input cost$0.89/M tokens
Output cost$1.78/M tokens
Cost per quality point$0.067
Est. monthly (1M tokens/day)$40.00
Qwen3 Coder NextBest Value
Input cost$0.12/M tokens
Output cost$0.80/M tokens
Cost per quality point$0.023
Est. monthly (1M tokens/day)$13.80

Qwen3 Coder Next offers 66% better value per quality point. At 1M tokens/day, you'd spend $13.80/month with Qwen3 Coder Next vs $40.00/month with DeepSeek V4 Pro 0423 - a $26.20 monthly difference.

Latency & Speed
DeepSeek V4 Pro 0423Faster
Speed score0/100
Qwen3 Coder Next
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 V4 Pro 0423

Customer support chatbot

Suitable for user-facing chat with competitive response times. Qwen3 Coder Next also offers lower per-token costs for high-volume support

DeepSeek V4 Pro 0423

Long document analysis

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

DeepSeek V4 Pro 0423

Batch data extraction

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

Qwen3 Coder Next

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

DeepSeek V4 Pro 0423
Which Should You Choose?
Our recommendation:
DeepSeek V4 Pro 0423

DeepSeek V4 Pro 0423 and Qwen3 Coder Next are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by DeepSeek

  • 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

by Alibaba

  • Choose for Cost - 66% lower pricing; better value at scale
Capability Comparison
CapabilityDeepSeek V4 Pro 0423Qwen3 Coder Next
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 V4 Pro 0423

DeepSeek

$3.73
estimated monthly cost

Qwen3 Coder Next

Alibaba

Best Value
$1.18
estimated monthly cost

Qwen3 Coder Next saves you $2.56/month

That's 69% cheaper than DeepSeek V4 Pro 0423 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 V4 Pro 0423Qwen3 Coder Next
Context Window1.0M262K
Max Output Tokens384,000235,929
Open SourceYesYes
CreatedApr 24, 2026Feb 4, 2026
Last updated: 59m ago

相关对比

DeepSeek V4 Pro 0423 vs Qwen3 Coder Next (2026) | LM Market Cap