# Claude Opus 4.7 (Adaptive) vs GPT-5.4 nano

> Side-by-side benchmark comparison for Claude Opus 4.7 (Adaptive) and GPT-5.4 nano across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-opus-4-7-adaptive-vs-gpt-5-4-nano
- Last updated: September 4, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Claude Opus 4.7 (Adaptive) if you want the stronger benchmark profile. GPT-5.4 nano only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Claude Opus 4.7 (Adaptive) leads overall 69.94 to 62.19.
- The clearest category separation is in multimodal & grounded, where the averages are 50.3 for Claude Opus 4.7 (Adaptive) and 23.8 for GPT-5.4 nano.
- The biggest single benchmark swing is OSWorld-Verified in Agentic, with scores of 78% and 39%.
- GPT-5.4 nano is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Claude Opus 4.7 (Adaptive) also has the larger context window at 1M.

## Model Snapshot

| Property | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano |
|----------|----------|----------|
| Creator | Anthropic | OpenAI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 400K |
| Overall Score | 69.94 | 62.19 |
| Benchmarks Covered | 21 | 18 |
| Pricing (input/output) | $5.00 / $25.00 | $0.20 / $1.25 |

## Category Breakdown

### Agentic

- Winner: Claude Opus 4.7 (Adaptive)
- Claude Opus 4.7 (Adaptive) public-lane score: 61 (Supported · #21/151)
- GPT-5.4 nano public-lane score: 37.3 (Supported · #127/151)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 69.4% | 46.3% | Claude Opus 4.7 (Adaptive) |
| BrowseComp | 79.3% | Coming soon | Coming soon |
| MCP Atlas | 77.3% | 56.1% | Claude Opus 4.7 (Adaptive) |
| OSWorld-Verified | 78% | 39% | Claude Opus 4.7 (Adaptive) |
| CyberGym | 73.1% | Coming soon | Coming soon |
| OSWorld 2.0 | 18.2% | Coming soon | Coming soon |
| JobBench | 45.9% | Coming soon | Coming soon |
| Toolathlon | Coming soon | 35.5% | Coming soon |
| τ²-bench results | Coming soon | 92.5% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 41.6% | Coming soon |

### Coding

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: 59.6 (Estimated · #27/183)
- GPT-5.4 nano public-lane score: 37.4 (Supported · #150/183)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 87.6% | Coming soon | Coming soon |
| SWE-bench Pro | 64.3% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 69.4% | Coming soon | Coming soon |
| Vibe Code Bench | Coming soon | 26.10% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 84.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 69.8% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: 50.3 (#36/48)
- GPT-5.4 nano public-lane score: 23.8 (#45/48)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | 43.6% | Coming soon | Coming soon |
| CharXiv | 91% | Coming soon | Coming soon |
| CharXiv w/o tools | 82.1% | Coming soon | Coming soon |
| MMMU-Pro | Coming soon | 66.1% | Coming soon |
| MMMU-Pro w/ Python | Coming soon | 69.5% | Coming soon |

### Reasoning

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: 49.7 (Unranked · 3 rankable rows)
- GPT-5.4 nano public-lane score: 72.8 (Unranked · 2 rankable rows)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| MRCR v2 128K-256K | 59.2% | Coming soon | Coming soon |
| ARC-AGI-2 | 75.8% | Coming soon | Coming soon |
| ARC-AGI-3 | 0.2% | Coming soon | Coming soon |

### Knowledge

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: 61.9 (Estimated · #31/181)
- GPT-5.4 nano public-lane score: 48.5 (Supported · #99/181)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 94.2% | 82.8% | Claude Opus 4.7 (Adaptive) |
| GPQA-D | 94.2% | Coming soon | Coming soon |
| HLE | 54.7% | 37.7% | Claude Opus 4.7 (Adaptive) |
| HLE w/o tools | 46.9% | 24.3% | Claude Opus 4.7 (Adaptive) |
| GPQA Diamond (Vals) | Coming soon | 77.5% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 77.2% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: Coming soon
- GPT-5.4 nano public-lane score: 92.9 (#9/120)

### Mathematics

- Winner: Coming soon
- Claude Opus 4.7 (Adaptive) public-lane score: Coming soon
- GPT-5.4 nano public-lane score: 43.9 (Unranked · 2 rankable rows)

| Benchmark | Claude Opus 4.7 (Adaptive) | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath (legacy) | 43.8% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 25.860% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 6.250% | Coming soon |

## FAQ

### Which is better overall, Claude Opus 4.7 (Adaptive) or GPT-5.4 nano?

Claude Opus 4.7 (Adaptive) is ahead overall on BenchLM right now.

### Where is the biggest gap between Claude Opus 4.7 (Adaptive) and GPT-5.4 nano?

The widest category gap is in multimodal & grounded, where the averages are 50.3 for Claude Opus 4.7 (Adaptive) and 23.8 for GPT-5.4 nano.

### How many benchmarks does Claude Opus 4.7 (Adaptive) cover on BenchLM?

Claude Opus 4.7 (Adaptive) currently has 21 sourced benchmark scores on BenchLM.

### How many benchmarks does GPT-5.4 nano cover on BenchLM?

GPT-5.4 nano currently has 18 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Claude Opus 4.7 (Adaptive) vs Claude Opus 4.7](/compare/claude-opus-4-7-vs-claude-opus-4-7-adaptive)
- [GPT-5.4 nano vs Claude Opus 4.7](/compare/claude-opus-4-7-vs-gpt-5-4-nano)
- [Claude Opus 4.7 (Adaptive) vs GPT-5.4](/compare/claude-opus-4-7-adaptive-vs-gpt-5-4)
- [GPT-5.4 nano vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-nano)

## Explore More

- [Claude Opus 4.7 (Adaptive) profile](/models/claude-opus-4-7-adaptive)
- [GPT-5.4 nano profile](/models/gpt-5-4-nano)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)