Data points: 165
Model compare
The readout for GPT-5.4 and Qwen3.7 Plus, before the detailed comparison sheet.
Weighted outcome: GPT-5.4. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-5.4
GPT-5.4 has the higher weighted result; Model A / B score 65.7 to 34.3.
Evidence depth
165 data points
Includes 43 benchmark rows, 3 audit samples, and 7 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 53 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 Plus: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-5.4 | Qwen3.7 Plus |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 65.7 pts | 34.3 pts |
| Benchmark category leads | 4 categories | 3 categories |
| Operational advantages | Cheapest input price, Average speed, First-token latency, Free providers, Provider coverage | No data |
| 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 Plus |
|---|---|---|
| Developer | OpenAI | Qwen |
| Released | Mar 2026 | Jun 2026 |
| Parameters | No data | No data |
| Tokenizer | GPT | Qwen |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openai/gpt-5.4 | qwen/qwen3.7-plus |
| References | No data | No data |
This report only uses LMSpeed data for GPT-5.4 and Qwen3.7 Plus: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-5.4
GPT-5.4 is stronger in benchmark categories (Agents, Coding, Knowledge, Math) and operational dimensions (Cheapest input price, Average speed, First-token latency, Free providers, Provider coverage).
Qwen3.7 Plus
Qwen3.7 Plus leads these benchmark categories: Reasoning, Multimodal, Instruction following.
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
57.4
Avg. score
Qwen3.7 Plus
54.7
GPT-5.4 leads by 2.2
GPT-5.4 leads by 9.6
Qwen3.7 Plus leads by 1.3
GPT-5.4 leads by 11.3
GPT-5.4 leads by 0.4
Qwen3.7 Plus
Qwen3.7 Plus leads by 3.8
Qwen3.7 Plus 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 #19/84 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner74.0
Rank #9/84 · confidence 4 · eval date 2026-06-03
GPT-5.4
$5.63/M
Rank #135/162 · confidence 4
Qwen3.7 Plus
winner$0.700/M
Rank #56/162 · confidence 4
GPT-5.4
$15.00/M
Rank #136/162 · confidence 4
Qwen3.7 Plus
winner$1.60/M
Rank #56/162 · confidence 4
GPT-5.4
$2.50/M
Rank #131/162 · confidence 4
Qwen3.7 Plus
winner$0.400/M
Rank #60/162 · confidence 4
GPT-5.4
78.9
Rank #16/25 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner89.9
Rank #3/25 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner74.0
Rank #6/89 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
65.0
Rank #47/89 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner23.4
Rank #7/73 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
9.1
Rank #24/73 · confidence 4 · eval date 2026-06-03
GPT-5.4
74.8%
Rank #96/188 · confidence 4
Qwen3.7 Plus
winner90.0%
Rank #20/188 · confidence 4
GPT-5.4
10.6%
Rank #91/187 · confidence 4
Qwen3.7 Plus
winner33.4%
Rank #26/187 · confidence 4
GPT-5.4
42.4
Rank #53/65 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner69.3
Rank #3/65 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner56.6
Rank #4/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
45.5
Rank #38/96 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner71.0
Rank #11/59 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
55.9
Rank #26/59 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner57.7
Rank #15/37 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
57.6
Rank #16/37 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner47.1%
Rank #24/185 · confidence 4
Qwen3.7 Plus
45.5%
Rank #35/185 · confidence 4
GPT-5.4
65.9
Rank #17/56 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner79.6
Rank #8/56 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner41.6
Rank #8/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
33.4
Rank #25/96 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner92.8
Rank #8/24 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
90.3
Rank #14/24 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner50.0
Rank #9/90 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
22.2
Rank #70/90 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner51.4
Rank #10/99 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
39.0
Rank #35/99 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner92.0
Rank #11/96 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
90.0
Rank #21/96 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner77.3
Rank #16/55 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
63.6
Rank #35/55 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner88.6
Rank #18/90 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
25.5
Rank #85/90 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner5.7
Rank #18/29 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
2.4
Rank #25/29 · confidence 4 · eval date 2026-06-03
GPT-5.4
65.4
Rank #3/6 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner69.8
Rank #1/6 · confidence 4 · eval date 2026-06-03
GPT-5.4
61.1
Rank #4/7 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner81.7
Rank #1/7 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner77.1
Rank #2/5 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
71.0
Rank #3/5 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner85.4
Rank #2/9 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
79.0
Rank #5/9 · confidence 4 · eval date 2026-06-03
GPT-5.4
78.4
Rank #16/57 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner80.5
Rank #5/57 · confidence 4 · eval date 2026-06-03
GPT-5.4
82.8
Rank #7/22 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner85.9
Rank #5/22 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner81.2
Rank #6/27 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
79.0
Rank #12/27 · confidence 4 · eval date 2026-06-03
GPT-5.4
68.5
Rank #14/35 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner72.5
Rank #10/35 · confidence 4 · eval date 2026-06-03
GPT-5.4
1250.0
Rank #31/66 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner1288.0
Rank #18/66 · confidence 4 · eval date 2026-06-03
GPT-5.4
73.9
Rank #24/86 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner78.0
Rank #7/86 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner33.3
Rank #7/24 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
22.4
Rank #14/24 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner75.0
Rank #7/21 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
73.3
Rank #8/21 · confidence 4 · eval date 2026-06-03
GPT-5.4
60.3
Rank #13/28 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner62.7
Rank #9/28 · confidence 4 · eval date 2026-06-03
GPT-5.4
70.6
Rank #13/23 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner73.2
Rank #11/23 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner41.1
Rank #12/55 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
20.8
Rank #37/55 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner44.6
Rank #12/50 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
22.1
Rank #39/50 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner1392.0
Rank #12/55 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
943.0
Rank #39/55 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner75.1
Rank #12/46 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
70.3
Rank #14/46 · confidence 4 · eval date 2026-06-03
GPT-5.4
winner74.7
Rank #14/53 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
66.6
Rank #19/53 · confidence 4 · eval date 2026-06-03
GPT-5.4
87.1
Rank #37/84 · confidence 3 · eval date 2026-03-05
Qwen3.7 Plus
winner93.0
Rank #29/84 · confidence 4 · eval date 2026-06-03
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.4 | Qwen3.7 Plus |
|---|---|---|
Winner: GPT-5.4 | GPT-5.4 gpt-5.4 Audit score 100 100100100100 | Qwen3.7 Plus qwen3.7-plus No audit yet |
Winner: GPT-5.4 | GPT-5.4 gpt-5.4 Audit score 93 1008486100 | Qwen3.7 Plus qwen3.7-plus No audit yet |
Winner: GPT-5.4 | GPT-5.4 gpt-5.4 Audit score 88 8468100100 | Qwen3.7 Plus qwen3.7-plus No audit yet |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-5.4 | Qwen3.7 Plus |
|---|---|---|
5 tests | GPT-5.4 speed / latency 50 tok/s / 5476ms input / output No data | Qwen3.7 Plus 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 Plus speed / latency N/A / N/A input / output No data |
5 tests | GPT-5.4 speed / latency 53 tok/s / 1112ms input / output No data | Qwen3.7 Plus speed / latency N/A / N/A input / output No data |
5 tests | GPT-5.4 gpt-5.4-openai-compact speed / latency 60 tok/s / 2482ms input / output $0.730/request | Qwen3.7 Plus qwen3.7-plus speed / latency N/A / N/A input / output $0.015/request |
5 tests | GPT-5.4 speed / latency 54 tok/s / 2003ms input / output No data | Qwen3.7 Plus speed / latency N/A / N/A input / output No data |
GPT-5.4 gpt-5.4 speed / latency No data input / output $0.171/M/$1.03/M | Qwen3.7 Plus qwen3.7-plus speed / latency No data input / output $0.027/M | |
GPT-5.4 gpt-5.4 speed / latency No data input / output $0.034/M/$0.205/M | Qwen3.7 Plus qwen3.7-plus speed / latency No data input / output $1.37/M |
Weighted outcome: GPT-5.4. 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 inputImage inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
