Data points: 148
Model compare
The readout for GPT-5.4 and Qwen3.7 Max, before the detailed comparison sheet.
Weighted outcome: Qwen3.7 Max. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Qwen3.7 Max
Qwen3.7 Max has the higher weighted result; Model A / B score 42.7 to 57.3.
Evidence depth
148 data points
Includes 37 benchmark rows, 2 audit samples, and 7 provider examples.
Selection signal
Start with Qwen3.7 Max
The charts below split 46 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.
This report only uses LMSpeed data for GPT-5.4 and Qwen3.7 Max: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-5.4 | Qwen3.7 Max |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 42.7 pts | 57.3 pts |
| Benchmark category leads | 2 categories | 4 categories |
| Operational advantages | Cheapest input price, First-token latency, Free providers, Provider coverage | Average speed |
| Context window | 1.1M tokens | 1M tokens |
| Max output | 128K tokens | 65.5K tokens |
| Modalities | Input TextImageFile Output Text |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | GPT-5.4 | Qwen3.7 Max |
|---|---|---|
| Developer | OpenAI | Qwen |
| Released | Mar 2026 | May 2026 |
| Parameters | No data | No data |
| Tokenizer | GPT | Qwen |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openai/gpt-5.4 | qwen/qwen3.7-max |
| References | No data | No data |
This report only uses LMSpeed data for GPT-5.4 and Qwen3.7 Max: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-5.4
GPT-5.4 is stronger in benchmark categories (Coding, Knowledge) and operational dimensions (Cheapest input price, First-token latency, Free providers, Provider coverage).
Qwen3.7 Max
Qwen3.7 Max is stronger in benchmark categories (Agents, Reasoning, Math, Instruction following) and operational dimensions (Average speed).
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
57.8
Avg. score
Qwen3.7 Max
59.3
Qwen3.7 Max leads by 1.4
GPT-5.4 leads by 3.4
Qwen3.7 Max leads by 0.6
GPT-5.4 leads by 4.1
Qwen3.7 Max leads by 6.9
Qwen3.7 Max
GPT-5.4
Qwen3.7 Max leads by 2.8
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-5.4
67.0
Rank #19/83 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner78.0
Rank #6/83 · confidence 4 · eval date 2026-05-16
GPT-5.4
96.3 tok/s
Rank #60/139 · confidence 4
Qwen3.7 Max
winner203.1 tok/s
Rank #18/139 · confidence 4
GPT-5.4
winner0.67 s
Rank #22/139 · confidence 4
Qwen3.7 Max
13.37 s
Rank #80/139 · confidence 4
GPT-5.4
winner0.67 s
Rank #30/139 · confidence 4
Qwen3.7 Max
1.51 s
Rank #89/139 · confidence 4
GPT-5.4
$15.00/M
Rank #138/163 · confidence 4
Qwen3.7 Max
winner$7.50/M
Rank #113/163 · confidence 4
GPT-5.4
$5.63/M
Rank #137/163 · confidence 4
Qwen3.7 Max
winner$3.75/M
Rank #127/163 · confidence 4
GPT-5.4
$2.50/M
Rank #133/163 · confidence 4
Qwen3.7 Max
$2.50/M
Rank #133/163 · confidence 4
GPT-5.4
winner74.0
Rank #5/89 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
69.0
Rank #25/89 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner23.4
Rank #7/73 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
13.4
Rank #15/73 · confidence 4 · eval date 2026-05-16
GPT-5.4
74.8%
Rank #96/187 · confidence 4
Qwen3.7 Max
winner92.3%
Rank #8/187 · confidence 4
GPT-5.4
10.6%
Rank #90/186 · confidence 4
Qwen3.7 Max
winner38.1%
Rank #15/186 · confidence 4
GPT-5.4
46.7
Rank #51/64 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner83.5
Rank #1/64 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner56.6
Rank #3/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
48.8
Rank #26/96 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner71.0
Rank #10/58 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
66.0
Rank #14/58 · confidence 4 · eval date 2026-05-16
GPT-5.4
57.7
Rank #15/37 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner60.6
Rank #10/37 · confidence 4 · eval date 2026-05-16
GPT-5.4
47.1%
Rank #23/184 · confidence 4
Qwen3.7 Max
winner48.8%
Rank #19/184 · confidence 4
GPT-5.4
65.9
Rank #17/56 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner82.0
Rank #4/56 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner41.6
Rank #7/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
38.1
Rank #14/96 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner92.8
Rank #7/23 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
92.4
Rank #9/23 · confidence 4 · eval date 2026-05-16
GPT-5.4
92.0
Rank #10/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner92.3
Rank #8/96 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner51.4
Rank #9/99 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
46.0
Rank #14/99 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner50.0
Rank #10/90 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
30.1
Rank #43/90 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner82.0
Rank #11/54 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
73.8
Rank #21/54 · confidence 4 · eval date 2026-05-16
GPT-5.4
5.7
Rank #18/29 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner14.1
Rank #13/29 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner88.6
Rank #19/90 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
22.9
Rank #88/90 · confidence 4 · eval date 2026-05-16
GPT-5.4
1252.0
Rank #30/65 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner1296.0
Rank #14/65 · confidence 4 · eval date 2026-05-16
GPT-5.4
73.9
Rank #24/86 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner80.5
Rank #3/86 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner64.9
Rank #4/50 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
64.3
Rank #5/50 · confidence 4 · eval date 2026-05-16
GPT-5.4
70.6
Rank #12/22 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner76.4
Rank #5/22 · confidence 4 · eval date 2026-05-16
GPT-5.4
15.3
Rank #14/19 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner18.7
Rank #6/19 · confidence 4 · eval date 2026-05-16
GPT-5.4
60.3
Rank #13/28 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner65.2
Rank #7/28 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner41.1
Rank #11/54 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
30.6
Rank #18/54 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner44.7
Rank #11/50 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
38.7
Rank #15/50 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner1395.0
Rank #11/54 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
1273.0
Rank #15/54 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner75.1
Rank #11/45 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
69.7
Rank #14/45 · confidence 4 · eval date 2026-05-16
GPT-5.4
winner74.7
Rank #13/52 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
63.9
Rank #23/52 · confidence 4 · eval date 2026-05-16
GPT-5.4
87.1
Rank #37/84 · confidence 3 · eval date 2026-03-05
Qwen3.7 Max
winner94.7
Rank #21/84 · confidence 4 · eval date 2026-05-16
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.4 | Qwen3.7 Max |
|---|---|---|
Winner: GPT-5.4 | GPT-5.4 gpt-5.4 Audit score 88 8468100100 | Qwen3.7 Max qwen3.7-max No audit yet |
Winner: Qwen3.7 Max | GPT-5.4 gpt-5.4 No audit yet | Qwen3.7 Max qwen3.7-max Audit score 84 807284100 |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-5.4 | Qwen3.7 Max |
|---|---|---|
15 tests | GPT-5.4 speed / latency 53 tok/s / 1112ms input / output No data | Qwen3.7 Max speed / latency 78 tok/s / 14806ms input / output No data |
10 tests | GPT-5.4 speed / latency 51 tok/s / 1443ms input / output No data | Qwen3.7 Max speed / latency N/A / N/A input / output No data |
5 tests | GPT-5.4 speed / latency 50 tok/s / 5476ms input / output No data | Qwen3.7 Max speed / latency N/A / N/A input / output No data |
5 tests | GPT-5.4 speed / latency 44 tok/s / 1119ms input / output No data | Qwen3.7 Max speed / latency N/A / N/A input / output No data |
5 tests | GPT-5.4 speed / latency 60 tok/s / 2482ms input / output No data | Qwen3.7 Max speed / latency N/A / N/A input / output No data |
GPT-5.4 gpt-5.4 speed / latency No data input / output $0.240/M/$1.44/M | Qwen3.7 Max qwen3.7-max speed / latency No data input / output $0/M | |
GPT-5.4 gpt-5.4 speed / latency No data input / output $0.0003/M/$0.0015/M | Qwen3.7 Max qwen3.7-max speed / latency No data input / output $1.71/M |
Weighted outcome: Qwen3.7 Max. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Input
Output
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
