Data points: 94
Model compare
The readout for Claude Opus 4.7 Max and GPT-5.1, before the detailed comparison sheet.
Weighted outcome: Claude Opus 4.7 Max. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Claude Opus 4.7 Max
Claude Opus 4.7 Max has the higher weighted result; Model A / B score 53.3 to 46.7.
Evidence depth
94 data points
Includes 20 benchmark rows, 0 audit samples, and 7 provider examples.
Selection signal
Start with Claude Opus 4.7 Max
The charts below split 27 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 Claude Opus 4.7 Max and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Claude Opus 4.7 Max | GPT-5.1 |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 53.3 pts | 46.7 pts |
| Benchmark category leads | 4 categories | 2 categories |
| Operational advantages | No data | Cheapest input price, Free providers, Provider coverage |
| Context window | No data | 400K tokens |
| Max output | No data | 128K tokens |
| Modalities | No data | Input ImageTextFile 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 | Claude Opus 4.7 Max | GPT-5.1 |
|---|---|---|
| Developer | Anthropic | OpenAI |
| Released | No data | Nov 2025 |
| Parameters | No data | No data |
| Tokenizer | No data | GPT |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | No data | openai/gpt-5.1 |
| References | No data | No data |
This report only uses LMSpeed data for Claude Opus 4.7 Max and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Claude Opus 4.7 Max
Claude Opus 4.7 Max leads these benchmark categories: Agents, Coding, Reasoning, Knowledge.
GPT-5.1
GPT-5.1 is stronger in benchmark categories (Math, Instruction following) and operational dimensions (Cheapest input price, Free providers, Provider coverage).
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
Claude Opus 4.7 Max
57.9
Avg. score
GPT-5.1
52
Claude Opus 4.7 Max leads by 10.5
Claude Opus 4.7 Max leads by 12.2
Claude Opus 4.7 Max leads by 4.3
Claude Opus 4.7 Max leads by 8.3
GPT-5.1 leads by 5.7
No data
Claude Opus 4.7 Max
GPT-5.1 leads by 4.8
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude Opus 4.7 Max
winner69.0
Rank #18/90 · confidence 3 · eval date 2026-04-16
GPT-5.1
56.0
Rank #47/90 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner94.2%
Rank #1/194 · confidence 3 · eval date 2026-04-16
GPT-5.1
87.3%
Rank #36/194 · confidence 4
Claude Opus 4.7 Max
70.3
Rank #18/94 · confidence 3 · eval date 2026-04-16
GPT-5.1
winner75.0
Rank #3/94 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner54.7%
Rank #3/193 · confidence 3 · eval date 2026-04-16
GPT-5.1
26.5%
Rank #45/193 · confidence 4
Claude Opus 4.7 Max
winner12.0
Rank #21/77 · confidence 3 · eval date 2026-04-16
GPT-5.1
4.9
Rank #38/77 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner73.6
Rank #8/64 · confidence 3 · eval date 2026-04-16
GPT-5.1
49.4
Rank #36/64 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner54.5
Rank #11/101 · confidence 3 · eval date 2026-04-16
GPT-5.1
43.3
Rank #49/101 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner26.2
Rank #6/34 · confidence 3 · eval date 2026-04-16
GPT-5.1
5.6
Rank #23/34 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner53.5
Rank #9/104 · confidence 3 · eval date 2026-04-16
GPT-5.1
36.9
Rank #46/104 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner39.6
Rank #15/101 · confidence 3 · eval date 2026-04-16
GPT-5.1
26.5
Rank #43/101 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner45.8
Rank #15/95 · confidence 3 · eval date 2026-04-16
GPT-5.1
37.6
Rank #35/95 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner91.4
Rank #16/101 · confidence 3 · eval date 2026-04-16
GPT-5.1
87.3
Rank #39/101 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
36.2
Rank #81/95 · confidence 3 · eval date 2026-04-16
GPT-5.1
winner51.3
Rank #67/95 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner1320.0
Rank #6/69 · confidence 3 · eval date 2026-04-16
GPT-5.1
1212.0
Rank #41/69 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner78.8
Rank #14/61 · confidence 3 · eval date 2026-04-16
GPT-5.1
75.5
Rank #26/61 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
58.6
Rank #53/86 · confidence 3 · eval date 2026-04-16
GPT-5.1
winner72.9
Rank #30/86 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner44.4
Rank #11/60 · confidence 3 · eval date 2026-04-16
GPT-5.1
21.0
Rank #41/60 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner49.7
Rank #11/55 · confidence 3 · eval date 2026-04-16
GPT-5.1
24.4
Rank #40/55 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner1493.0
Rank #11/60 · confidence 3 · eval date 2026-04-16
GPT-5.1
988.0
Rank #40/60 · confidence 1 · eval date 2025-11-13
Claude Opus 4.7 Max
winner88.6
Rank #39/84 · confidence 3 · eval date 2026-04-16
GPT-5.1
81.9
Rank #54/84 · confidence 1 · eval date 2025-11-13
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Opus 4.7 Max | 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 | Claude Opus 4.7 Max | GPT-5.1 |
|---|---|---|
5 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency 152 tok/s / 936ms input / output No data |
0 tests | Claude Opus 4.7 Max claude-opus-4-7-max speed / latency N/A / N/A input / output $4.00/M/$20.00/M | GPT-5.1 gpt-5.1-2025-11-13 speed / latency N/A / N/A input / output $2.50/M |
0 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
0 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
0 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
Claude Opus 4.7 Max claude-opus-4-7-max speed / latency No data input / output $0.714/M/$3.57/M | GPT-5.1 gpt-5.1-medium speed / latency No data input / output $0.179/M | |
Claude Opus 4.7 Max claude-opus-4-7-max speed / latency No data input / output $1.75/M/$8.75/M | GPT-5.1 gpt-5.1-2025-11-13 speed / latency No data input / output $2.50/M |
Weighted outcome: Claude Opus 4.7 Max. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
| Features | None listed | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
