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Gemini 3.1 Pro vs MiniMax-M2.1
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| Attribute | Gemini 3.1 Pro | MiniMax-M2.1 |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 155 | — |
| Coding | 62 | 40 |
| Math | 72 | 23 |
| Reasoning & Knowledge | 94 | 57 |
| Agentic & Tools | 81 | 38 |
| Specifications | ||
| Developer | Google DeepMind | MiniMax |
| Family | Gemini | MiniMax |
| Released | Feb 19, 2026 | Dec 23, 2025 |
| Parameters | — | 229B |
| Availability | API access | Open weights (restricted use) |
| Context window | — | 205K |
| Price — $/M input | — | $0.30 |
| Price — $/M output | — | $1.20 |
| Inputs | — | text |
| Outputs | — | text |
| Benchmarks | ||
| AIME 2024/2025 | 96% | 83% |
| APEX | 34% | — |
| ARC-AGI | 98% | — |
| ARC-AGI-2 | 77% | — |
| FrontierMath | 37% | — |
| FrontierMath Tier 4 | 17% | — |
| GPQA Diamond | 94% | 83% |
| GSO (code optimization) | 23% | — |
| Humanity's Last Exam | 46% | 22% |
| METR task horizon | 6.4 h | — |
| SimpleBench | 80% | — |
| SimpleQA Verified | 77% | — |
| SWE-bench Verified | 76% | — |
| Terminal-Bench | 80% | 37% |
| WebDev Arena | 1461 | 1392 |
| WeirdML | 72% | — |
| LiveCodeBench | — | 81% |
| MMLU-Pro | — | 88% |
| SciCode | — | 41% |
| 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.
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Benchmarks & model data from Epoch AI (CC BY); pricing & specs from OpenRouter. ECI = Epoch Capabilities Index.