Data points: 77
The readout for Claude Opus 4.1 and GPT-5.4, before the detailed comparison sheet.
Decision read
GPT-5.4
GPT-5.4 currently has the stronger profile, with verified wins split 1 to 5.
Evidence depth
77 data points
Includes 6 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 16 high-signal samples across speed, scores, and audit health.
Model compare Claude Opus 4.1 vs GPT-5.4claude-opus-4-1-vs-gpt-5-4 | Model A Claude Opus 4.1 | Model B GPT-5.4 |
|---|---|---|
| Overall leader | Contender | Leading |
| Verified metric wins | 1 wins | 5 wins |
| Where it leads | First-token latency | Cheapest input price, Average speed, Free providers, Provider coverage, Recent tests |
| Model metadata | Claude Opus 4.1 exposes 200K tokens; notable signals: Text input, Image input, File input, Text output. | GPT-5.4 exposes 1.1M tokens; notable signals: Text input, Image input, File input, Text output. |
| Developer | Anthropic | OpenAI |
| Context window | 200K tokens | 1.1M tokens |
| Max output | 32K tokens | 128K tokens |
| Released | Aug 2025 | Mar 2026 |
| Modalities | Input ImageTextFile Output Text | Input TextImageFile Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | Claude | GPT |
| Knowledge cutoff | 2025-01-31 | No data |
| OpenRouter ID | anthropic/claude-opus-4.1 | openai/gpt-5.4 |
| References | No data | No data |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
| Metric | Claude Opus 4.1 | GPT-5.4 |
|---|---|---|
| Input price | $15.00/M#43 | $2.50/M#37 |
| Time to first answer token | 1.98 s#43 | 134.24 s#111 |
| Output price | $75.00/M#52 | $15.00/M#44 |
| Output speed | 36.8 tok/s#104 | 92.4 tok/s#56 |
| Blended price | $30.00/M#73 | $5.63/M#63 |
| Time to first token | 1.98 s#70 | 134.24 s#110 |
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Opus 4.1 | GPT-5.4 |
|---|---|---|
| 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 4.1 | GPT-5.4 |
|---|---|---|
天宫造物50 tests | Claude Opus 4.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 50 tok/s / 7305ms input / output No data |
6345ywz API15 tests | Claude Opus 4.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 41 tok/s / 6581ms input / output No data |
hibestoic15 tests | Claude Opus 4.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 62 tok/s / 3351ms input / output No data |
Fengsili API10 tests | Claude Opus 4.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 88 tok/s / 6075ms input / output No data |
Omini Api10 tests | Claude Opus 4.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 51 tok/s / 1443ms input / output No data |
Claude Opus 4.1 claude-opus-4-1-20250805 speed / latency No data input / output $219.00/M / $1095.00/M | GPT-5.4 gpt-5.4-openai-compact speed / latency No data input / output $0/M / $0/M | |
Claude Opus 4.1 c/claude-opus-4-1-20250805 speed / latency No data input / output $0.0017/M / $0.0017/M | GPT-5.4 gpt-5.4 speed / latency No data input / output $1.25/M / $7.50/M | |
Claude Opus 4.1 claude-opus-4-1-20250805 speed / latency No data input / output $0.205/M / $1.03/M | GPT-5.4 gpt-5.4-xhigh speed / latency No data input / output $0.034/M / $0.205/M | |
Claude Opus 4.1 claude-opus-4-1-20250805 speed / latency No data input / output $15.00/M / $75.00/M | GPT-5.4 gpt-5.4-high speed / latency No data input / output $0.050/M / $0.050/M | |
Claude Opus 4.1 claude-opus-4-1-20250805 speed / latency No data input / output $0.616/M / $3.08/M | GPT-5.4 gpt-5.4-xhigh speed / latency No data input / output $0.103/M / $0.616/M |
This report only uses LMSpeed data for Claude Opus 4.1 and GPT-5.4: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | Claude Opus 4.1 | GPT-5.4 |
|---|---|---|
| When to choose each model | Claude Opus 4.1 Claude Opus 4.1 is stronger when you prioritize First-token latency. | GPT-5.4 GPT-5.4 is stronger when you prioritize Cheapest input price, Average speed, Free providers, Provider coverage, Recent tests. |
TL;DR: GPT-5.4 leads across 77 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from Claude Opus 4.1 vs GPT-5.4 into nearby model comparisons with enough verified LMSpeed data.
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
