Data points: 77
The readout for GPT-5.4 and Qwen3 VL 32B 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
77 data points
Includes 9 benchmark rows, 0 audit samples, and 4 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 13 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 VL 32B Instructgpt-5-4-vs-qwen3-vl-32b-instruct | Model A GPT-5.4 | Model B Qwen3 VL 32B 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 VL 32B Instruct
45.8
Selected category
Coding
GPT-5.4 leads by 25.5
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 VL 32B Instruct
1.19 s
Rank #35/113 · confidence 4
GPT-5.4
winner0.69 s
Rank #24/113 · confidence 4
Qwen3 VL 32B Instruct
1.19 s
Rank #52/113 · confidence 4
GPT-5.4
winner106.7 tok/s
Rank #47/113 · confidence 4
Qwen3 VL 32B Instruct
72.5 tok/s
Rank #63/113 · confidence 4
GPT-5.4
$15.00/M
Rank #116/138 · confidence 4
Qwen3 VL 32B Instruct
winner$2.80/M
Rank #70/138 · confidence 4
GPT-5.4
$5.63/M
Rank #116/138 · confidence 4
Qwen3 VL 32B Instruct
winner$1.23/M
Rank #75/138 · confidence 4
GPT-5.4
$2.50/M
Rank #114/138 · confidence 4
Qwen3 VL 32B Instruct
winner$0.700/M
Rank #77/138 · confidence 4
GPT-5.4
winner10.6%
Rank #68/150 · confidence 4
Qwen3 VL 32B Instruct
6.3%
Rank #93/150 · confidence 4
GPT-5.4
winner74.8%
Rank #75/152 · confidence 4
Qwen3 VL 32B Instruct
67.1%
Rank #97/152 · confidence 4
GPT-5.4
winner47.1%
Rank #13/149 · confidence 4
Qwen3 VL 32B Instruct
30.1%
Rank #111/149 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.4 | Qwen3 VL 32B 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 VL 32B Instruct |
|---|---|---|
0 tests | GPT-5.4 openai/gpt-5.4 speed / latency N/A / N/A input / output $5.00/M / $20.00/M |
This report only uses LMSpeed data for GPT-5.4 and Qwen3 VL 32B Instruct: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GPT-5.4 | Qwen3 VL 32B 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 VL 32B Instruct Qwen3 VL 32B Instruct does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing. |
TL;DR: GPT-5.4 leads across 77 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from GPT-5.4 vs Qwen3 VL 32B 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 VL 32B Instruct exposes 262.1K tokens; notable signals: Text input, Image input, Text output, Tool calling. |
|---|---|---|
| Developer | OpenAI | Qwen |
| Context window | 1.1M tokens | 262.1K tokens |
| Max output | 128K tokens | 32.8K tokens |
| Released | Mar 2026 | No data |
| Modalities | Input TextImageFile Output Text | Input TextImage Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputText outputTool callingStructured outputsJSON mode |
| Parameters | No data | 32B |
| Tokenizer | GPT | Qwen |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openai/gpt-5.4 | qwen/qwen3-vl-32b-instruct |
| References | No data | No data |
Qwen3 VL 32B Instruct
qwen/qwen3-vl-32b-instruct
speed / latency
N/A / N/A
input / output
$0.208/M / $0.832/M
KFCV500 tests | GPT-5.4 gpt-5.4 speed / latency N/A / N/A input / output $0.027/M / $0.027/M | Qwen3 VL 32B Instruct qwen3-vl-32b-instruct speed / latency N/A / N/A input / output $10.27/M / $10.27/M |
|---|
Yun API0 tests | GPT-5.4 gpt-5.4-2026-03-05 speed / latency N/A / N/A input / output $0.342/M / $2.05/M | Qwen3 VL 32B Instruct qwen3-vl-32b-instruct speed / latency N/A / N/A input / output $0.274/M / $1.10/M |
|---|
神马中转API0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data | Qwen3 VL 32B 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.