Data points: 74
The readout for GPT-5.4 and Qwen3 Coder 30B A3B Instruct, before the detailed comparison sheet.
Decision read
GPT-5.4
GPT-5.4 currently has the stronger profile, with verified wins split 4 to 0.
Evidence depth
74 data points
Includes 9 benchmark rows, 0 audit samples, and 3 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 12 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
Model compare GPT-5.4 vs Qwen3 Coder 30B A3B Instructgpt-5-4-vs-qwen3-coder-30b-a3b-instruct | Model A GPT-5.4 | Model B Qwen3 Coder 30B A3B Instruct |
|---|---|---|
| Overall leader | Leading | Contender |
| Verified metric wins | 4 wins | 0 wins |
| Where it leads | Cheapest input price, Free providers, Provider coverage, Recent tests |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
GPT-5.4
63.6
Avg. score
Qwen3 Coder 30B A3B Instruct
45.2
Selected category
Coding
GPT-5.4 leads by 32.2
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-5.4
winner0.69 s
Rank #19/113 · confidence 4
Qwen3 Coder 30B A3B Instruct
1.44 s
Rank #45/113 · confidence 4
GPT-5.4
winner0.69 s
Rank #24/113 · confidence 4
Qwen3 Coder 30B A3B Instruct
1.44 s
Rank #71/113 · confidence 4
GPT-5.4
winner106.7 tok/s
Rank #47/113 · confidence 4
Qwen3 Coder 30B A3B Instruct
105.1 tok/s
Rank #48/113 · confidence 4
GPT-5.4
$2.50/M
Rank #114/138 · confidence 4
Qwen3 Coder 30B A3B Instruct
winner$0.450/M
Rank #57/138 · confidence 4
GPT-5.4
$5.63/M
Rank #116/138 · confidence 4
Qwen3 Coder 30B A3B Instruct
winner$0.900/M
Rank #60/138 · confidence 4
GPT-5.4
$15.00/M
Rank #116/138 · confidence 4
Qwen3 Coder 30B A3B Instruct
winner$2.25/M
Rank #62/138 · confidence 4
GPT-5.4
winner10.6%
Rank #68/150 · confidence 4
Qwen3 Coder 30B A3B Instruct
4.0%
Rank #126/150 · confidence 4
GPT-5.4
winner74.8%
Rank #75/152 · confidence 4
Qwen3 Coder 30B A3B Instruct
51.6%
Rank #131/152 · confidence 4
GPT-5.4
winner47.1%
Rank #13/149 · confidence 4
Qwen3 Coder 30B A3B Instruct
27.8%
Rank #118/149 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.4 | Qwen3 Coder 30B A3B Instruct |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-5.4 | Qwen3 Coder 30B A3B Instruct |
|---|---|---|
0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data |
This report only uses LMSpeed data for GPT-5.4 and Qwen3 Coder 30B A3B Instruct: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GPT-5.4 | Qwen3 Coder 30B A3B Instruct |
|---|---|---|
| When to choose each model | GPT-5.4 GPT-5.4 is stronger when you prioritize Cheapest input price, Free providers, Provider coverage, Recent tests. | Qwen3 Coder 30B A3B Instruct Qwen3 Coder 30B A3B Instruct does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing. |
TL;DR: GPT-5.4 leads across 74 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from GPT-5.4 vs Qwen3 Coder 30B A3B Instruct into nearby model comparisons with enough verified LMSpeed data.
| No data |
| Model metadata | GPT-5.4 exposes 1.1M tokens; notable signals: Text input, Image input, File input, Text output. | Qwen3 Coder 30B A3B Instruct exposes 160K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. |
|---|---|---|
| Developer | OpenAI | Qwen |
| Context window | 1.1M tokens | 160K tokens |
| Max output | 128K tokens | 32.8K tokens |
| Released | Mar 2026 | No data |
| Modalities | Input TextImageFile Output Text | Input Text Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON mode |
| Parameters | No data | 30B / 3B active |
| Tokenizer | GPT | Qwen3 |
| Knowledge cutoff | No data | 2025-06-30 |
| OpenRouter ID | openai/gpt-5.4 | qwen/qwen3-coder-30b-a3b-instruct |
| References | No data | No data |
Qwen3 Coder 30B A3B Instruct
speed / latency
N/A / N/A
input / output
No data
CHB API0 tests | GPT-5.4 gpt-5.4-xhigh speed / latency N/A / N/A input / output $0.034/M / $0.205/M | Qwen3 Coder 30B A3B Instruct qwen3-coder-30b-a3b-instruct speed / latency N/A / N/A input / output $1.03/M / $1.03/M |
|---|
Mitchll-API0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data | Qwen3 Coder 30B A3B Instruct speed / latency N/A / N/A input / output No data |
|---|
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
