GPT-5.6 Sol vs GPT-5.4 mini
Detailed comparison of API pricing, technical specifications, and benchmark scores. Updated 2026-06-29.
Cost at a Glance
GPT-5.6 Sol is 6.7× more expensive than GPT-5.4 mini — switching could save 85% on your monthly API bill.
At 5M input + 2M output tokens per month:
Choosing GPT-5.4 mini could save you $72.25/mo
Price Comparison (per 1M tokens)
| Metric | GPT-5.6 Sol | GPT-5.4 mini |
|---|---|---|
| Input (per 1M tokens) | $5.00 | $0.75 |
| Output (per 1M tokens) | $30.00 | $4.50 |
| Cache Write (per 1M tokens) | $6.25 | $0.94 |
| Cache Read (per 1M tokens) | $0.50 | $0.07 |
| Batch Input (per 1M tokens) | $2.50 | $0.38 |
| Batch Output (per 1M tokens) | $15.00 | $2.25 |
Prices are per 1 million tokens. Actual costs depend on your monthly token volume. Use the calculator →
Specifications
| Spec | GPT-5.6 Sol | GPT-5.4 mini |
|---|---|---|
| Context Window | 1M | 400K |
| Max Output Tokens | 128K | 128K |
| Knowledge Cutoff | 2026-04 | 2025-08 |
| Modalities | Text, Image | Text, Image |
| Prompt Caching | Yes | Yes |
| Batch API | Yes | Yes |
| Thinking / Reasoning | Yes | Yes |
Benchmark Scores
| Benchmark | GPT-5.6 Sol | GPT-5.4 mini |
|---|---|---|
| SWE-bench Verified | 88.7 | 72.0 |
| MMLU-Pro | 88.0 | 78.0 |
| HumanEval | 96.0 | 89.0 |
Benchmark scores from official provider reports. Higher is better. Missing scores indicate the provider has not published that benchmark yet.
Use Cases
GPT-5.6 Sol
GPT-5.4 mini
About the Providers
GPT-5.6 Sol is developed by OpenAI. GPT-5.4 mini is developed by OpenAI. Both models are from the same provider, representing different tiers in the OpenAI model lineup. For the most up-to-date pricing, always check the official API documentation from each provider.