GPT-5.4 Pro vs GPT-5.6 Sol
GPT-5.4 Pro (OpenAI) 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 158).
- GPT-5.6 Sol is cheaper on input tokens — $5.00 vs $30.00 per 1M.
| Attribute | GPT-5.4 Pro | GPT-5.6 Sol |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 158 | 162 |
| Coding | — | 95 |
| Math | 97 | 97 |
| Reasoning & Knowledge | 82 | 95 |
| Agentic & Tools | — | 67 |
| Specifications | ||
| Developer | OpenAI | OpenAI |
| Family | GPT | GPT |
| Released | Mar 5, 2026 | Jul 9, 2026 |
| Parameters | — | — |
| Availability | API access | API access |
| Context window | 1.1M | 1.1M |
| Price — $/M input | $30.00 | $5.00 |
| Price — $/M output | $180.00 | $30.00 |
| Inputs | text, image, file | file, image, text |
| Outputs | text | text |
| Benchmarks | ||
| ARC-AGI | 95% | 98% |
| ARC-AGI-2 | 83% | 93% |
| FrontierMath | 50% | — |
| FrontierMath Tier 4 | 38% | — |
| GPQA Diamond | 95% | 93% |
| Humanity's Last Exam | 44% | 47% |
| SimpleBench | 74% | 72% |
| SimpleQA Verified | 48% | 72% |
| WeirdML | 57% | 89% |
| AIME 2024/2025 | — | 100% |
| APEX | — | 40% |
| 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 GPT-5.4 Pro better than GPT-5.6 Sol?
On Epoch AI's Capabilities Index, GPT-5.6 Sol scores higher (162) than GPT-5.4 Pro (158). The right pick depends on your task — compare their coding, math, and reasoning scores in the table above.
Which is cheaper, GPT-5.4 Pro or GPT-5.6 Sol?
GPT-5.6 Sol is cheaper on input tokens at $5.00 per million, versus $30.00 (representative OpenRouter pricing).
Which has a larger context window, GPT-5.4 Pro or GPT-5.6 Sol?
GPT-5.4 Pro supports up to 1.1M tokens, compared with 1.1M for the other.
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Benchmarks & model data from Epoch AI (CC BY); pricing & specs from OpenRouter. ECI = Epoch Capabilities Index.