# Claude Opus 4 vs GPT-5.4 Pro

> GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 42.9 on the Noometry Index. Claude Opus 4 costs 2.3× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/claude-opus-4-vs-gpt-5-4-pro
- Last updated: 2026-10-10
- Shared benchmarks: 12

## Summary

- They share 12 benchmarks with published results for both. Claude Opus 4 scores higher in 1 category and GPT-5.4 Pro in 3 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 71.0 to 27.4.
- The biggest single-benchmark swing is ARC-AGI-2: 8.6% for Claude Opus 4 and 83.3% for GPT-5.4 Pro.
- Claude Opus 4 is cheaper at $15 / $75 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 200K.

## Snapshot

| | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 42.9 | 58.8 |
| Rank | 93 | 16 |
| Context | 200K | 1.05M |
| Input $/M | $15 | $30 |
| Output $/M | $75 | $180 |
| Weights | Proprietary | Proprietary |

## Coding

- Claude Opus 4: 47.8 (#55)
- GPT-5.4 Pro: 42.6 (#89)

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 43.7% | 57.4% |
| SWE-bench Verified | 70.7% | — |
| SWE-bench Verified (bash only) | 67.6% | — |
| Aider Polyglot | 72% | — |
| GSO | 6.9% | — |
| LMArena Coding | 1442 | — |
| AlgoTune | 1.33 | — |

## Agentic & Tool Use

- Claude Opus 4: 34.5 (#39)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| Cybench | 38% | — |
| DeepResearch Bench | 46.8% | — |
| LMArena Search | 1127 | — |
| METR Time Horizons | 63.9% | — |

## Reasoning

- Claude Opus 4: 27.4 (#104)
- GPT-5.4 Pro: 71.0 (#10)

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 8.6% | 83.3% |
| SimpleBench | 58.8% | 74.1% |
| ARC-AGI-1 | 35.7% | 94.5% |
| CritPt | 0.3% | 30% |
| EnigmaEval | 5.6% | 23.8% |
| Epoch Capabilities Index | 142.67 | 159.12 |
| Kagi LLM Benchmark | 74.3% | — |
| Chess Puzzles | — | 58.6% |
| LMArena Hard Prompts | 1399 | — |
| DTBench | 81.6% | — |
| LMCA | 37.4% | — |
| ForecastBench | 61.1 | — |

## Math

- Claude Opus 4: 40.2 (#80)
- GPT-5.4 Pro: 72.0 (#17)

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Feb 2025 set) | 4.5% | 50% |
| FrontierMath Tier 4 (v1) | 4.2% | 37.5% |
| FrontierMath (Tiers 1-3) | — | 82.5% |
| FrontierMath Tier 4 | — | 58.5% |
| OTIS Mock AIME 2024-2025 | 64.4% | — |
| Omni-MATH | 61.6% | — |
| LMArena Math | 1391 | — |
| MATH Level 5 | 85% | — |

## Knowledge

- Claude Opus 4: 43.9 (#82)
- GPT-5.4 Pro: 68.3 (#6)

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 76.3% | 94.6% |
| Humanity's Last Exam | 10.7% | 44.3% |
| Vectara Hallucination Rate | 12% | 8.3% |
| SimpleQA Verified | — | 46.3% |
| MMLU-Pro | 87.5% | — |
| Confabulations | 15.9% | — |
| GPQA (HELM) | 70.8% | — |
| LMArena Expert | 1384 | — |

## Multimodal

- Claude Opus 4: 30.9 (#101)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Vision | 1192 | — |
| GeoBench | 49% | — |
| VPCT | 38% | — |

## Multilingual

- Claude Opus 4: 49.0 (#133)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1362 | — |
| LMArena Chinese | 1386 | — |
| LMArena French | 1370 | — |
| LMArena German | 1391 | — |
| LMArena Japanese | 1332 | — |
| LMArena Korean | 1318 | — |
| LMArena Russian | 1392 | — |
| LMArena Spanish | 1388 | — |

## Instruction Following

- Claude Opus 4: 77.3 (#26)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| IFEval | 91.8% | — |
| LMArena Instruction Following | 1406 | — |

## Long Context

- Claude Opus 4: 39.5 (#167)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| Fiction.LiveBench | 61.1% | — |
| LMArena Longer Query | 1422 | — |

## Writing & Preference

- Claude Opus 4: 61.4 (#85)
- GPT-5.4 Pro: —

| Benchmark | Claude Opus 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1377 | — |
| LMArena Creative Writing | 1386 | — |
| Short-Story Creative Writing | 83.6% | — |
| EQ-Bench Creative Writing | 1580 | — |
| WildBench | 85.2% | — |
| LMArena Multi-Turn | 1396 | — |

## FAQ

### Is Claude Opus 4 better than GPT-5.4 Pro?

GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 42.9 on the Noometry Index. Claude Opus 4 costs 2.3× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

### Which is cheaper, Claude Opus 4 or GPT-5.4 Pro?

Claude Opus 4 is cheaper. It lists at $15 per million input tokens and $75 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is Claude Opus 4 or GPT-5.4 Pro better for coding?

Claude Opus 4 scores higher on coding benchmarks: 47.8 versus 42.6 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 200K.

### How many benchmarks do Claude Opus 4 and GPT-5.4 Pro share?

12 benchmarks have published results for both models. Claude Opus 4 has 56 scored results on Noometry and GPT-5.4 Pro has 16.