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DeepSeek V4 Pro vs Qwen3.8 Max

DeepSeek V4 Pro

DeepSeek

87#60
vs
Qwen3.8 Max

Alibaba

81#82
Signal-by-Signal Comparison
SignalDeepSeek V4 ProDeltaQwen3.8 Max
Capabilities
67
-17
83
Benchmarks
88
+8
80
Pricing
99
+5
94
Context window size
96
+0
95
Recency
100
--
100
Output Capacity
93
+8
85
Overall Result
4 wins
of 6
1 wins
DeepSeek V4 Pro wins 4 of 6 signals

Score History

Score History (16 data points)
DeepSeek V4 ProQwen3.8 Max
DeepSeek V4 Pro

86.7

current score

Leader

DeepSeek V4 Pro

right now

Qwen3.8 Max

80.6

current score

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

DeepSeek V4 Pro

DeepSeek

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

Qwen3.8 Max

Alibaba

Per request$0.005000
Daily$16.67
Monthly$500.00
Annual$6000.00

DeepSeek V4 Pro saves you $413.00/month

That's $4956.00/year compared to Qwen3.8 Max at your current usage level of 100K calls/month.

83% cheaper
Choose DeepSeek V4 Pro for cost optimization

DeepSeek V4 Pro pricing:
Input:$0.43/M tokens
Output:$0.87/M tokens
Qwen3.8 Max pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
Winner
DeepSeek V4 Pro

DeepSeek

87

Composite Score

Qwen3.8 Max

Alibaba

81

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V4 ProQwen3.8 MaxWinner
Overall Score
87
81
DeepSeek V4 Pro
Rank#60#82
DeepSeek V4 Pro
Quality Rank#60#82
DeepSeek V4 Pro
Adoption Rank#60#82
DeepSeek V4 Pro
Parameters------
Context Window1049K1000K
DeepSeek V4 Pro
Pricing$0.43/$0.87/M$2.00/$6.00/M--
Signal Scores
Capabilities
67
83
Qwen3.8 Max
Benchmarks
88
80
DeepSeek V4 Pro
Pricing
99
94
DeepSeek V4 Pro
Context window size
96
95
DeepSeek V4 Pro
Recency
100
100
DeepSeek V4 Pro
Output Capacity
93
85
DeepSeek V4 Pro
Benchmark Head-to-Head(4 benchmarks)
DeepSeek V4: 0Qwen3.8 Max: 1
DeepSeek V4
Qwen3.8 Max
Normalized 0-100%
MMLU-Pro
87.5%-
GPQA Diamond
90.1%-
SWE-bench Verified
80.6%-
Arena Elo
14631497
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 ProElite Tier

Scores 87/100 (rank #60), placing it in the top 80% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3.8 MaxStrong Performer

Scores 81/100 (rank #82), placing it in the top 72% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

DeepSeek V4 Pro has a 6-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

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

Choose Qwen3.8 Max when you need:

  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
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
Qwen3.8 Max
Input cost$2.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.099
Est. monthly (1M tokens/day)$120.00

DeepSeek V4 Pro offers 84% better value per quality point. At 1M tokens/day, you'd spend $19.58/month with DeepSeek V4 Pro vs $120.00/month with Qwen3.8 Max - a $100.42 monthly difference.

Latency & Speed
DeepSeek V4 ProFaster
Speed score0/100
Qwen3.8 Max
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

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

DeepSeek V4 Pro

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

Qwen3.8 Max
Which Should You Choose?
Our recommendation:
DeepSeek V4 Pro

DeepSeek V4 Pro has a moderate advantage with a 6.1000000000000085-point lead in composite score. It wins on more signal dimensions, but Qwen3.8 Max has specific strengths that could make it the better choice for certain workflows.

DeepSeek V4 Pro
Recommended

by DeepSeek

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 84% 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

by Alibaba

Consider for specialized use cases.

Capability Comparison
CapabilityDeepSeek V4 ProQwen3.8 Max
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V4 Pro

DeepSeek

Best Value
$1.83
estimated monthly cost

Qwen3.8 Max

Alibaba

$10.80
estimated monthly cost

DeepSeek V4 Pro saves you $8.97/month

That's 83% cheaper than Qwen3.8 Max 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 ProQwen3.8 Max
Context Window1.0M1M
Max Output Tokens384,000131,072
Open SourceYesNo
CreatedApr 24, 2026Aug 3, 2026
Last updated: 32m ago

相关对比

DeepSeek V4 Pro vs Qwen3.8 Max (2026) | LM Market Cap