GPT-5.4 Image 2 vs GPT-5.6 Sol
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for GPT-5.4 Image 2 and GPT-5.6 Sol.
GPT-5.4 Image 2
[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...
GPT-5.6 Sol
GPT-5.6 Sol is the flagship model in OpenAI's GPT-5.6 series. It is suited for complex reasoning, coding, and agentic workflows, and is particularly strong at command-line and multi-step coding tasks...
Technical Specifications
| Specification | GPT-5.4 Image 2 | GPT-5.6 Sol |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Context Window | 272,000 tokens | 1,050,000 tokens |
| Agent Suitability | N/A | N/A |
| Time to First Token (TTFT) | N/A | N/A |
| Deployment Model | managed api | managed api |
| Production Stability | stable | beta |
| API Available | Yes | Yes |
| Released Date | 2026-04-21 | 2026-07-09 |
API Pricing Comparison
Input Price per Million Tokens
GPT-5.4 Image 2
$8.00
GPT-5.6 Sol
$5.00
Output Price per Million Tokens
GPT-5.4 Image 2
$15.00
GPT-5.6 Sol
$30.00
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
GPT-5.4 Image 2 Quirks & Gotchas
No developer gotchas reported.
GPT-5.6 Sol Quirks & Gotchas
No developer gotchas reported.