Opus 4.7vsGPT-5.4
Across 11 shared benchmarks, GPT-5.4 leads overall: Opus 4.7 wins 4, GPT-5.4 wins 6, with 1 ties and an average score difference of -0.45.
Opus 4.74 wins(36%)Ties1(55%)6 winsGPT-5.4
Benchmark scores
Grouped by capability, sorted by largest gap within each. 11 shared benchmarks.
General Knowledge
Even 5/5| Benchmark | Opus 4.7 | GPT-5.4 | Diff |
|---|---|---|---|
| HLE | 54.708 / 157Extended (with tools) | 52.1014 / 157极高强度思考（工具） | +2.60 |
| GPQA Diamond | 94.204 / 178Extended (no tools) | 92.8010 / 178极高强度思考（无工具） | +1.40 |
| ARC-AGI-2 | 75.809 / 59最高（无工具） | 77.107 / 59Normal (No Tools) | -1.30 |
| ARC-AGI | 93.509 / 65Thinking High (No Tools) | 93.707 / 65Normal (No Tools) | -0.20 |
| ARC-AGI-3 | 05 / 6Thinking High (No Tools) | 04 / 6Thinking High (No Tools) | — |
AI Agent - Tool Usage
Even 2/2| Benchmark | Opus 4.7 | GPT-5.4 | Diff |
|---|---|---|---|
| Terminal Bench 2.0 | 69.406 / 46Extended (with tools) | 75.104 / 46极高强度思考（工具） | -5.70 |
| OSWorld-Verified | 786 / 18Extended (with tools) | 757 / 18极高强度思考（工具） | +3 |
Math and Reasoning
GPT-5.4 2/2| Benchmark | Opus 4.7 | GPT-5.4 | Diff |
|---|---|---|---|
| FrontierMath - Tier 4 | 22.9012 / 80极高强度思考（无工具） | 27.1011 / 80极高强度思考（无工具） | -4.20 |
| FrontierMath | 43.806 / 60极高强度思考（无工具） | 47.605 / 60极高强度思考（无工具） | -3.80 |
AI Agent - Information Search
GPT-5.4 1/1| Benchmark | Opus 4.7 | GPT-5.4 | Diff |
|---|---|---|---|
| BrowseComp | 79.3013 / 45Extended (with tools) | 82.7011 / 45极高强度思考（工具） | -3.40 |
Coding and Software Engineer
Opus 4.7 1/1| Benchmark | Opus 4.7 | GPT-5.4 | Diff |
|---|---|---|---|
| SWE-Bench Pro - Public | 64.304 / 43Extended (with tools) | 57.7010 / 43极高强度思考（无工具） | +6.60 |
Specs
| Field | Opus 4.7 | GPT-5.4 |
|---|---|---|
| Publisher | Anthropic | OpenAI |
| Release date | 2026-04-16 | 2026-03-05 |
| Model type | Reasoning model | Multimodal model |
| Architecture | Dense | Dense |
| Parameters | Not available | Not available |
| Context length | 1000K | 1M |
| Max output | 128K | 125K |
API pricing
Prices use DataLearner records when available; missing fields are not inferred.
| Item | Opus 4.7 | GPT-5.4 |
|---|---|---|
| Text input | $5 / 1M tokens | $2.5 / 1M tokens |
| Text output | $25 / 1M tokens | $15 / 1M tokens |
| Cache read | $0.5 / 1M tokens | Not public |
| Cache write | $6.25 / 1M tokens | $0.25 / 1M tokens |
Summary
- Opus 4.7leads in:Coding and Software Engineer (1/1)
- GPT-5.4leads in:Math and Reasoning (2/2), AI Agent - Information Search (1/1)
- Tied in:General Knowledge, AI Agent - Tool Usage
On average across the 11 shared benchmarks, GPT-5.4 scores 0.45 higher.
Largest single-benchmark gap: SWE-Bench Pro - Public — Opus 4.7 64.30 vs GPT-5.4 57.70 (+6.60).
Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.