Data points: 115
Model compare
The readout for GPT-5 and GPT-5.1, before the detailed comparison sheet.
Weighted outcome: GPT-5.1. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-5.1
GPT-5.1 has the higher weighted result; Model A / B score 23.3 to 76.7.
Evidence depth
115 data points
Includes 25 benchmark rows, 0 audit samples, and 6 provider examples.
Selection signal
Start with GPT-5.1
The charts below split 31 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 and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-5 | GPT-5.1 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 23.3 pts | 76.7 pts |
| Benchmark category leads | 1 categories | 5 categories |
| Operational advantages | Free providers, Provider coverage | Average speed, First-token latency |
| Context window | 400K tokens | 400K tokens |
| Max output | 128K tokens | 128K tokens |
| Modalities | Input TextImageFile Output Text | Input |
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 | GPT-5.1 |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Released | Aug 2025 | Nov 2025 |
| Parameters | No data | No data |
| Tokenizer | GPT | GPT |
| Knowledge cutoff | 2024-09-30 | No data |
| OpenRouter ID | openai/gpt-5 | openai/gpt-5.1 |
| References | No data | No data |
This report only uses LMSpeed data for GPT-5 and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-5
GPT-5 is stronger in benchmark categories (Math) and operational dimensions (Free providers, Provider coverage).
GPT-5.1
GPT-5.1 is stronger in benchmark categories (Agents, Coding, Reasoning, Knowledge, Instruction following) and operational dimensions (Average speed, First-token latency).
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
51.9
Avg. score
GPT-5.1
52
GPT-5.1 leads by 2.3
GPT-5.1 leads by 0.1
GPT-5.1 leads by 0.8
GPT-5.1 leads by 4.0
GPT-5 leads by 7.6
No data
No data
GPT-5.1 leads by 0.8
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-5
$1.25/M
Rank #107/162 · confidence 4
GPT-5.1
$1.25/M
Rank #107/162 · confidence 4
GPT-5
$3.44/M
Rank #117/162 · confidence 4
GPT-5.1
$3.44/M
Rank #117/162 · confidence 4
GPT-5
$10.00/M
Rank #120/162 · confidence 4
GPT-5.1
$10.00/M
Rank #120/162 · confidence 4
GPT-5
winner75.6
Rank #2/89 · confidence 1 · eval date 2025-08-07
GPT-5.1
75.0
Rank #3/89 · confidence 1 · eval date 2025-11-13
GPT-5
80.6%
Rank #57/125 · confidence 4
GPT-5.1
winner87.0%
Rank #12/125 · confidence 4
GPT-5
winner5.7
Rank #30/73 · confidence 1 · eval date 2025-08-07
GPT-5.1
4.9
Rank #34/73 · confidence 1 · eval date 2025-11-13
GPT-5
67.3%
Rank #121/188 · confidence 4
GPT-5.1
winner87.3%
Rank #33/188 · confidence 4
GPT-5
5.4%
Rank #132/187 · confidence 4
GPT-5.1
winner26.5%
Rank #40/187 · confidence 4
GPT-5
55.8%
Rank #49/115 · confidence 4
GPT-5.1
winner86.8%
Rank #4/115 · confidence 4
GPT-5
20.1
Rank #22/33 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner24.6
Rank #18/33 · confidence 1 · eval date 2025-11-13
GPT-5
37.8
Rank #41/59 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner49.4
Rank #32/59 · confidence 1 · eval date 2025-11-13
GPT-5
38.8%
Rank #83/185 · confidence 4
GPT-5.1
winner43.3%
Rank #42/185 · confidence 4
GPT-5
42.9
Rank #46/96 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner43.3
Rank #45/96 · confidence 1 · eval date 2025-11-13
GPT-5
winner40.7
Rank #20/90 · confidence 1 · eval date 2025-08-07
GPT-5.1
37.6
Rank #31/90 · confidence 1 · eval date 2025-11-13
GPT-5
winner82.1
Rank #31/90 · confidence 1 · eval date 2025-08-07
GPT-5.1
51.3
Rank #65/90 · confidence 1 · eval date 2025-11-13
GPT-5
85.4
Rank #45/96 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner87.3
Rank #36/96 · confidence 1 · eval date 2025-11-13
GPT-5
26.5
Rank #39/96 · confidence 1 · eval date 2025-08-07
GPT-5.1
26.5
Rank #39/96 · confidence 1 · eval date 2025-11-13
GPT-5
34.7
Rank #48/99 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner36.9
Rank #42/99 · confidence 1 · eval date 2025-11-13
GPT-5
74.2
Rank #32/57 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner75.5
Rank #23/57 · confidence 1 · eval date 2025-11-13
GPT-5
1209.0
Rank #40/66 · confidence 1 · eval date 2025-08-07
GPT-5.1
winner1212.0
Rank #38/66 · confidence 1 · eval date 2025-11-13
GPT-5
winner73.1
Rank #29/86 · confidence 1 · eval date 2025-08-07
GPT-5.1
72.9
Rank #30/86 · confidence 1 · eval date 2025-11-13
GPT-5
winner25.7
Rank #28/55 · confidence 1 · eval date 2025-08-07
GPT-5.1
21.0
Rank #36/55 · confidence 1 · eval date 2025-11-13
GPT-5
winner28.9
Rank #31/50 · confidence 1 · eval date 2025-08-07
GPT-5.1
24.4
Rank #35/50 · confidence 1 · eval date 2025-11-13
GPT-5
winner1079.0
Rank #31/55 · confidence 1 · eval date 2025-08-07
GPT-5.1
988.0
Rank #35/55 · confidence 1 · eval date 2025-11-13
GPT-5
winner84.8
Rank #44/84 · confidence 1 · eval date 2025-08-07
GPT-5.1
81.9
Rank #52/84 · confidence 1 · eval date 2025-11-13
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5 | GPT-5.1 |
|---|---|---|
| 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 | GPT-5.1 |
|---|---|---|
20 tests | GPT-5 speed / latency 95 tok/s / 1234ms input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
10 tests | GPT-5 speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency 137 tok/s / 3299ms input / output No data |
10 tests | GPT-5 speed / latency 102 tok/s / 948ms input / output No data | GPT-5.1 speed / latency 96 tok/s / 1862ms input / output No data |
5 tests | GPT-5 speed / latency 45 tok/s / 3704ms input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
5 tests | GPT-5 speed / latency 46 tok/s / 6577ms input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
GPT-5 gpt-5 speed / latency No data input / output $0/request | GPT-5.1 gpt-5.1-all speed / latency No data input / output $0/request |
Weighted outcome: GPT-5.1. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|