Data points: 79
Model compare
The readout for Claude Opus 4.7 Max and GPT-4o, 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 80 to 20.
Evidence depth
79 data points
Includes 12 benchmark rows, 0 audit samples, and 8 provider examples.
Selection signal
Start with Claude Opus 4.7 Max
The charts below split 20 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-4o: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Claude Opus 4.7 Max | GPT-4o |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 80.0 pts | 20.0 pts |
| Benchmark category leads | 6 categories | 0 categories |
| Operational advantages | No data | Cheapest input price, Free providers, Provider coverage |
| Context window | No data | 128K tokens |
| Max output | No data | 16.4K tokens |
| Modalities | No data | 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 | Claude Opus 4.7 Max | GPT-4o |
|---|---|---|
| Developer | Anthropic | OpenAI |
| Released | No data | Nov 2024 |
| Parameters | No data | No data |
| Tokenizer | No data | GPT |
| Knowledge cutoff | No data | 2023-10-31 |
| OpenRouter ID | No data | openai/gpt-4o |
| References | No data | No data |
This report only uses LMSpeed data for Claude Opus 4.7 Max and GPT-4o: 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, Math.
GPT-4o
GPT-4o has these operational advantages: 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-4o
43.2
Claude Opus 4.7 Max leads by 19.6
Claude Opus 4.7 Max leads by 15.1
Claude Opus 4.7 Max leads by 16.5
Claude Opus 4.7 Max leads by 12.5
Claude Opus 4.7 Max leads by 6.1
No data
Claude Opus 4.7 Max
Claude Opus 4.7 Max leads by 7.6
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude Opus 4.7 Max
winner69.0
Rank #15/84 · confidence 3 · eval date 2026-04-16
GPT-4o
43.0
Rank #76/84 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner94.2%
Rank #1/188 · confidence 3 · eval date 2026-04-16
GPT-4o
54.3%
Rank #156/188 · confidence 4
Claude Opus 4.7 Max
winner54.7%
Rank #3/187 · confidence 3 · eval date 2026-04-16
GPT-4o
3.3%
Rank #180/187 · confidence 4
Claude Opus 4.7 Max
winner54.5
Rank #9/96 · confidence 3 · eval date 2026-04-16
GPT-4o
33.3
Rank #80/96 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner53.5
Rank #8/99 · confidence 3 · eval date 2026-04-16
GPT-4o
11.2
Rank #90/99 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner39.6
Rank #13/96 · confidence 3 · eval date 2026-04-16
GPT-4o
3.3
Rank #94/96 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner45.8
Rank #13/90 · confidence 3 · eval date 2026-04-16
GPT-4o
19.7
Rank #75/90 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner91.4
Rank #14/96 · confidence 3 · eval date 2026-04-16
GPT-4o
54.3
Rank #91/96 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
36.2
Rank #77/90 · confidence 3 · eval date 2026-04-16
GPT-4o
winner37.9
Rank #75/90 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner1320.0
Rank #5/66 · confidence 3 · eval date 2026-04-16
GPT-4o
856.0
Rank #65/66 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner58.6
Rank #53/86 · confidence 3 · eval date 2026-04-16
GPT-4o
34.3
Rank #82/86 · confidence 1 · eval date 2024-05-13
Claude Opus 4.7 Max
winner88.6
Rank #36/84 · confidence 3 · eval date 2026-04-16
GPT-4o
25.1
Rank #75/84 · confidence 1 · eval date 2024-05-13
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Opus 4.7 Max | GPT-4o |
|---|---|---|
| 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-4o |
|---|---|---|
5 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-4o speed / latency 48 tok/s / 13138ms input / output No data |
0 tests | Claude Opus 4.7 Max claude-opus-4-7-max speed / latency N/A / N/A input / output $1.75/M/$8.75/M | GPT-4o gpt-4o-2024-05-13 speed / latency N/A / N/A input / output $10.00/M |
0 tests | Claude Opus 4.7 Max speed / latency N/A / N/A input / output No data | GPT-4o 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-4o 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-4o 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-4o gpt-4o-2024-05-13 speed / latency No data input / output $0.714/M | |
Claude Opus 4.7 Max claude-opus-4-7-max speed / latency No data input / output $6.00/M/$30.00/M | GPT-4o gpt-4o-2024-05-13 speed / latency No data input / output $1.75/M | |
Claude Opus 4.7 Max claude-opus-4-7-max speed / latency No data input / output $1.75/M/$8.75/M | GPT-4o gpt-4o-2024-05-13 speed / latency No data input / output $10.00/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 modeWeb search |
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