Very long inputs
Choose Gemini 3.1 Pro
Gemini 3.1 Pro reads up to 1.05M tokens per request, against 400k for GPT-5.1-Codex-Max.
Gemini 3.1 Pro vs GPT-5.1-Codex-Max: price, context and capabilities
Choose Gemini 3.1 Pro for very long inputs and the latest release; on the other points the two are level or the data is missing.
In short
- A price comparison is not possible: one of them has no comparable published price.
- Gemini 3.1 Pro reads more per request: 1.05M tokens against 400k.
- Gemini 3.1 Pro is the newer model (February 2026, against Dec 4, 2025).
- Only Gemini 3.1 Pro offers prompt caching.
Which should you choose?
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Latest release
Choose Gemini 3.1 Pro
Gemini 3.1 Pro is the newer release (February 2026, against Dec 4, 2025 for GPT-5.1-Codex-Max).
Specifications side by side
| Gemini 3.1 Pro | GPT-5.1-Codex-Max | |
|---|---|---|
| Provider | OpenAI | |
| Category | Language models | Language models |
| Status | Preview | Deprecated |
| Headline price | $4.50 / 1M tokens | No data |
| Input | $2.00 / 1M tokens | No data |
| Output | $12.00 / 1M tokens | No data |
| Cached input | $0.20 / 1M tokens | No data |
| Context window | 1.05M | 400k |
| Max output | 66k | 128k |
| Released | February 2026 | Dec 4, 2025 |
| Knowledge cutoff | No data | September 2024 |
| Licence | Proprietary | Proprietary |
| Capabilities | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API | Vision, Reasoning, Tool calling, Structured output, Batch API |
| API model id | gemini-3.1-pro-preview | gpt-5.1-codex-max |
Benchmarks side by side
Leader in bold.
| Benchmark | Gemini 3.1 Pro | GPT-5.1-Codex-Max |
|---|---|---|
| Intelligence Index | 29.7 | No data |
| Terminal-Bench Hard | 53.8% | No data |
| SciCode | 58.7% | No data |
| GPQA Diamond | 94.1% | No data |
| Humanity's Last Exam | 47% | No data |
| IFBench (instruction following) | 77.1% | No data |
| τ²-Bench (agentic tool use) | 95.6% | No data |
| MMMU-Pro (visual reasoning) | 82.4% | No data |
| Long-context reasoning (AA-LCR) | 82% | No data |
Independent evaluations by Artificial Analysis, run the same way for every model, at the reasoning setting shown. Percentages unless marked as an index.
Frequently asked questions
Should I choose Gemini 3.1 Pro or GPT-5.1-Codex-Max?
Choose Gemini 3.1 Pro for very long inputs and the latest release; on the other points the two are level or the data is missing.
Which is cheaper, Gemini 3.1 Pro or GPT-5.1-Codex-Max?
A price comparison is not possible: one of them has no comparable published price.
Which has the larger context window, Gemini 3.1 Pro or GPT-5.1-Codex-Max?
Gemini 3.1 Pro reads more per request: 1.05M tokens against 400k.
What is the difference between Gemini 3.1 Pro and GPT-5.1-Codex-Max?
Gemini 3.1 Pro is made by Google and GPT-5.1-Codex-Max by OpenAI. A price comparison is not possible: one of them has no comparable published price. Gemini 3.1 Pro reads more per request: 1.05M tokens against 400k. Gemini 3.1 Pro is the newer model (February 2026, against Dec 4, 2025). Only Gemini 3.1 Pro offers prompt caching.
Which is newer, Gemini 3.1 Pro or GPT-5.1-Codex-Max?
Gemini 3.1 Pro was released on February 2026 and GPT-5.1-Codex-Max on Dec 4, 2025.