Claude Opus 4.1 vs GPT-5.6 Sol
Claude Opus 4.1 (Anthropic) and GPT-5.6 Sol (OpenAI) compared on benchmarks, pricing, context window, and use-case rankings.
- GPT-5.6 Sol leads on overall intelligence (ECI 162 vs 144).
- GPT-5.6 Sol is cheaper on input tokens — $5.00 vs $15.00 per 1M.
- GPT-5.6 Sol has a larger context window (1.1M vs 200K tokens).
- GPT-5.6 Sol ranks higher for coding (95th vs 33th percentile).
| Attribute | Claude Opus 4.1 | GPT-5.6 Sol |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 144 | 162 |
| Coding | 33 | 95 |
| Math | 17 | 97 |
| Reasoning & Knowledge | 30 | 95 |
| Agentic & Tools | 24 | 67 |
| Specifications | ||
| Developer | Anthropic | OpenAI |
| Family | Claude | GPT |
| Released | Aug 5, 2025 | Jul 9, 2026 |
| Parameters | — | — |
| Availability | API access | API access |
| Context window | 200K | 1.1M |
| Price — $/M input | $15.00 | $5.00 |
| Price — $/M output | $75.00 | $30.00 |
| Inputs | image, text, file | file, image, text |
| Outputs | text | text |
| Benchmarks | ||
| AIME 2024/2025 | 69% | 100% |
| FrontierMath | 7% | — |
| FrontierMath Tier 4 | 4% | — |
| GDPval (win/tie rate) | 48% | — |
| GPQA Diamond | 77% | 93% |
| Humanity's Last Exam | 12% | 47% |
| METR task horizon | 1.9 h | — |
| SimpleBench | 60% | 72% |
| SimpleQA Verified | 35% | 72% |
| SWE-bench Verified | 73% | — |
| Terminal-Bench | 38% | — |
| WebDev Arena | 1386 | — |
| WeirdML | 43% | 89% |
| APEX | — | 40% |
| ARC-AGI | — | 98% |
| ARC-AGI-2 | — | 93% |
| SciCode | — | 56% |
| τ²-bench | — | 85% |
Use-case scores are 0–100 percentile composites across each area’s benchmarks, ranked against every model from the past year. Highlighted cells lead each row. Open a model for the full picture.
Frequently asked questions
Is Claude Opus 4.1 better than GPT-5.6 Sol?
On Epoch AI's Capabilities Index, GPT-5.6 Sol scores higher (162) than Claude Opus 4.1 (144). The right pick depends on your task — compare their coding, math, and reasoning scores in the table above.
Which is cheaper, Claude Opus 4.1 or GPT-5.6 Sol?
GPT-5.6 Sol is cheaper on input tokens at $5.00 per million, versus $15.00 (representative OpenRouter pricing).
Which has a larger context window, Claude Opus 4.1 or GPT-5.6 Sol?
GPT-5.6 Sol supports up to 1.1M tokens, compared with 200K for the other.
Which is better for coding, Claude Opus 4.1 or GPT-5.6 Sol?
Across coding benchmarks like SWE-bench Verified and Terminal-Bench, GPT-5.6 Sol ranks higher — 95th vs 33th percentile among the models tracked on Model Beat.
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Benchmarks & model data from Epoch AI (CC BY); pricing & specs from OpenRouter. ECI = Epoch Capabilities Index.