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GPT-5.4 vs Qwen3 235B A22B Thinking 2507

GPT-5.4

OpenAI

92#17
vs
Signal-by-Signal Comparison
SignalGPT-5.4DeltaQwen3 235B A22B Thinking 2507
Capabilities
100
+50
50
Benchmarks
90
+26
64
Pricing
85
-11
97
Context window size
96
+15
81
Recency
88
+41
47
Output Capacity
82
+14
67
Overall Result
5 wins
of 6
1 wins
GPT-5.4 wins 5 of 6 signals

Score History

Score History (38 data points)
GPT-5.4Qwen3 235B A22B Thinking 2507
GPT-5.4

91.9

current score

Leader

GPT-5.4

right now

Qwen3 235B A22B Thinking 2507

64.7

current score

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

GPT-5.4

OpenAI

Per request$0.010000
Daily$33.33
Monthly$1000.00
Annual$12000.00

Qwen3 235B A22B Thinking 2507

Alibaba

Best Value
Per request$0.002200
Daily$7.33
Monthly$220.00
Annual$2640.00

Qwen3 235B A22B Thinking 2507 saves you $780.00/month

That's $9360.00/year compared to GPT-5.4 at your current usage level of 100K calls/month.

78% cheaper
Choose Qwen3 235B A22B Thinking 2507 for cost optimization

GPT-5.4 pricing:
Input:$2.50/M tokens
Output:$15.00/M tokens
Qwen3 235B A22B Thinking 2507 pricing:
Input:$0.45/M tokens
Output:$3.50/M tokens
Winner
GPT-5.4

OpenAI

92

Composite Score

Qwen3 235B A22B Thinking 2507

Alibaba

65

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.4Qwen3 235B A22B Thinking 2507Winner
Overall Score
92
65
GPT-5.4
Rank#17#149
GPT-5.4
Quality Rank#17#149
GPT-5.4
Adoption Rank#17#149
GPT-5.4
Parameters--235B--
Context Window1050K128K
GPT-5.4
Pricing$2.50/$15.00/M$0.45/$3.50/M--
Signal Scores
Capabilities
100
50
GPT-5.4
Benchmarks
90
64
GPT-5.4
Pricing
85
97
Qwen3 235B A22B Thinking 2507
Context window size
96
81
GPT-5.4
Recency
88
47
GPT-5.4
Output Capacity
82
67
GPT-5.4
Benchmark Head-to-Head(11 benchmarks)
GPT-5.4: 1Qwen3 235B: 0
GPT-5.4
Qwen3 235B
Normalized 0-100%
MMLU
94%-
MMLU-Pro
87%68.2%
GPQA Diamond
88.5%-
MATH-500
95.5%-
HumanEval
97.5%-
SWE-bench Verified
80%-
IFEval
93.5%-
BBH
92%-
Arena Elo
1485-
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-5.4Elite Tier

Scores 92/100 (rank #17), placing it in the top 94% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3 235B A22B Thinking 2507Competitive

Scores 65/100 (rank #149), placing it in the top 49% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.4 has a 27-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 when you need:

  • Processing long documents or large codebases (1050K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Qwen3 235B A22B Thinking 2507 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
GPT-5.4
Input cost$2.50/M tokens
Output cost$15.00/M tokens
Cost per quality point$0.190
Est. monthly (1M tokens/day)$262.50
Qwen3 235B A22B Thinking 2507Best Value
Input cost$0.45/M tokens
Output cost$3.50/M tokens
Cost per quality point$0.061
Est. monthly (1M tokens/day)$59.25

Qwen3 235B A22B Thinking 2507 offers 77% better value per quality point. At 1M tokens/day, you'd spend $59.25/month with Qwen3 235B A22B Thinking 2507 vs $262.50/month with GPT-5.4 - a $203.25 monthly difference.

Latency & Speed
GPT-5.4Faster
Speed score0/100
Qwen3 235B A22B Thinking 2507
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

Customer support chatbot

Suitable for user-facing chat with competitive response times. Qwen3 235B A22B Thinking 2507 also offers lower per-token costs for high-volume support

GPT-5.4

Long document analysis

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

GPT-5.4

Batch data extraction

Lower output pricing ($3.50/M) reduces costs when processing thousands of records daily

Qwen3 235B A22B Thinking 2507

Creative writing & content

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

GPT-5.4

Image understanding & OCR

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

GPT-5.4
Which Should You Choose?
Our recommendation:
GPT-5.4

GPT-5.4 clearly outperforms Qwen3 235B A22B Thinking 2507 with a significant 27.200000000000003-point lead. For most general use cases, GPT-5.4 is the stronger choice. However, Qwen3 235B A22B Thinking 2507 may still excel in niche scenarios.

GPT-5.4
Recommended

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 - 77% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.4Qwen3 235B A22B Thinking 2507
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)

GPT-5.4

OpenAI

$22.50
estimated monthly cost

Qwen3 235B A22B Thinking 2507

Alibaba

Best Value
$5.01
estimated monthly cost

Qwen3 235B A22B Thinking 2507 saves you $17.49/month

That's 78% cheaper than GPT-5.4 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
ParameterGPT-5.4Qwen3 235B A22B Thinking 2507
Context Window1.1M128K
Max Output Tokens128,00016,384
Open SourceNoYes
CreatedMar 5, 2026Jul 25, 2025
Last updated: 35m ago

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GPT-5.4 vs Qwen3 235B A22B Thinking 2507 (2026) | LM Market Cap