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GPT-5.4 Pro (batch) vs Qwen3.7 Plus

vs
Qwen3.7 Plus

Alibaba

76#118
Signal-by-Signal Comparison
SignalGPT-5.4 Pro (batch)DeltaQwen3.7 Plus
Capabilities
100
+17
83
Benchmarks
90
+16
74
Pricing
10
-89
99
Context window size
96
+0
95
Recency
100
--
100
Output Capacity
85
0
85
Overall Result
3 wins
of 6
2 wins
GPT-5.4 Pro (batch) wins 3 of 6 signals

Score History

Score History (10 data points)
GPT-5.4 Pro (batch)Qwen3.7 Plus
GPT-5.4 Pro (batch)

91.9

current score

Leader

GPT-5.4 Pro (batch)

right now

Qwen3.7 Plus

75.9

current score

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

GPT-5.4 Pro (batch)

OpenAI

Per request$0.060000
Daily$200.00
Monthly$6000.00
Annual$72000.00

Qwen3.7 Plus

Alibaba

Best Value
Per request$0.000960
Daily$3.20
Monthly$96.00
Annual$1152.00

Qwen3.7 Plus saves you $5904.00/month

That's $70848.00/year compared to GPT-5.4 Pro (batch) at your current usage level of 100K calls/month.

98% cheaper
Choose Qwen3.7 Plus for cost optimization

GPT-5.4 Pro (batch) pricing:
Input:$15.00/M tokens
Output:$90.00/M tokens
Qwen3.7 Plus pricing:
Input:$0.32/M tokens
Output:$1.28/M tokens
Winner
GPT-5.4 Pro (batch)

OpenAI

92

Composite Score

Qwen3.7 Plus

Alibaba

76

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.4 Pro (batch)Qwen3.7 PlusWinner
Overall Score
92
76
GPT-5.4 Pro (batch)
Rank#19#118
GPT-5.4 Pro (batch)
Quality Rank#19#118
GPT-5.4 Pro (batch)
Adoption Rank#19#118
GPT-5.4 Pro (batch)
Parameters------
Context Window1050K1000K
GPT-5.4 Pro (batch)
Pricing$15.00/$90.00/M$0.32/$1.28/M--
Signal Scores
Capabilities
100
83
GPT-5.4 Pro (batch)
Benchmarks
90
74
GPT-5.4 Pro (batch)
Pricing
10
99
Qwen3.7 Plus
Context window size
96
95
GPT-5.4 Pro (batch)
Recency
100
100
GPT-5.4 Pro (batch)
Output Capacity
85
85
Qwen3.7 Plus
Benchmark Head-to-Head(11 benchmarks)
GPT-5.4 Pro: 1Qwen3.7 Plus: 0
GPT-5.4 Pro
Qwen3.7 Plus
Normalized 0-100%
MMLU
94%-
MMLU-Pro
87%-
GPQA Diamond
88.5%-
MATH-500
95.5%-
HumanEval
97.5%-
SWE-bench Verified
80%-
IFEval
93.5%-
BBH
92%-
Arena Elo
14851458
LiveBench
79%-
HLE
39%-
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.

GPT-5.4 Pro (batch)Elite Tier

Scores 92/100 (rank #19), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3.7 PlusStrong Performer

Scores 76/100 (rank #118), placing it in the top 60% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.4 Pro (batch) has a 16-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5.4 Pro (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose Qwen3.7 Plus when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-5.4 Pro (batch)
Input cost$15.00/M tokens
Output cost$90.00/M tokens
Cost per quality point$1.143
Est. monthly (1M tokens/day)$1575.00
Qwen3.7 PlusBest Value
Input cost$0.32/M tokens
Output cost$1.28/M tokens
Cost per quality point$0.021
Est. monthly (1M tokens/day)$24.00

Qwen3.7 Plus offers 98% better value per quality point. At 1M tokens/day, you'd spend $24.00/month with Qwen3.7 Plus vs $1575.00/month with GPT-5.4 Pro (batch) - a $1551.00 monthly difference.

Latency & Speed
GPT-5.4 Pro (batch)Faster
Speed score0/100
Qwen3.7 Plus
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

GPT-5.4 Pro (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Qwen3.7 Plus also offers lower per-token costs for high-volume support

GPT-5.4 Pro (batch)

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.4 Pro (batch)

Batch data extraction

Lower output pricing ($1.28/M) reduces costs when processing thousands of records daily

Qwen3.7 Plus

Creative writing & content

Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.4 Pro (batch)

Image understanding & OCR

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

GPT-5.4 Pro (batch)
Which Should You Choose?
Our recommendation:
GPT-5.4 Pro (batch)

GPT-5.4 Pro (batch) clearly outperforms Qwen3.7 Plus with a significant 16-point lead. For most general use cases, GPT-5.4 Pro (batch) is the stronger choice. However, Qwen3.7 Plus may still excel in niche scenarios.

by OpenAI

  • 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 - 98% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.4 Pro (batch)Qwen3.7 Plus
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.4 Pro (batch)

OpenAI

$135.00
estimated monthly cost

Qwen3.7 Plus

Alibaba

Best Value
$2.11
estimated monthly cost

Qwen3.7 Plus saves you $132.89/month

That's 98% cheaper than GPT-5.4 Pro (batch) 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
ParameterGPT-5.4 Pro (batch)Qwen3.7 Plus
Context Window1.1M1M
Max Output Tokens128,000131,072
Open SourceNoNo
CreatedMar 5, 2026Jun 3, 2026
Last updated: 8m ago

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