Model comparison
Gemini 3.1 Pro Preview vs Magistral Small
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 30.2 on the Noometry Index. Magistral Small costs 6.0× less per token, which makes it the better buy when Gemini 3.1 Pro Preview's lead doesn't matter for your workload.
Last verified . 9 shared benchmarks.
Summary
- They share 9 benchmarks with published results for both. Gemini 3.1 Pro Preview scores higher in 4 categories and Magistral Small in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.1 Pro Preview leads 71.7 to 6.8.
- The biggest single-benchmark swing is ARC-AGI-1: 98% for Gemini 3.1 Pro Preview and 5% for Magistral Small.
- Magistral Small is cheaper at $0.50 / $1.50 per million input/output tokens, against $2 / $12 for Gemini 3.1 Pro Preview.
- Gemini 3.1 Pro Preview accepts more context: 1.05M tokens versus 128K.
- Magistral Small has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.1 Pro Preview | Magistral Small | |
|---|---|---|
| Provider | Mistral AI | |
| Noometry Index | 56.7 | 30.2 |
| Released | 2026-02-19 | 2025-06-10 |
| Weights | Proprietary | Open |
| Context window | 1.05M | 128K |
| Max output | 66K | 40K |
| Input $ / M tokens | $2 | $0.50 |
| Output $ / M tokens | $12 | $1.50 |
| Results tracked | 71 | 10 |
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Category by category
Coding Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 42.5 (#99), Magistral Small: 38.4 (#176)
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| SciCode | 58.9% | 35.2% |
| SWE-bench Verified | 75.6% | — |
| DeepSWE | 11.7% | — |
| LMArena WebDev | 1447 | — |
| GSO | 22.6% | — |
| WeirdML | 72.1% | — |
| LMArena Coding | 1484 | — |
| MirrorCode | 8.9% | — |
| ALE-Bench | 1,161 | — |
| AlgoTune | 2.02 | — |
Agentic & Tool Use Not comparable
Gemini 3.1 Pro Preview: 37.7 (#34), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| Terminal-Bench | 80.2% | — |
| APEX-Agents | 35.3% | — |
| τ²-bench Banking | 26% | — |
| DeepResearch Bench | 47.8% | — |
| PostTrainBench | 22% | — |
| BALROG | 57% | — |
| ExploitBench | 26.1% | — |
| GBAEval | 0.8% | — |
| GDP.pdf | 17% | — |
| LMArena Search | 1211 | — |
| METR Time Horizons | 77% | — |
| Vending-Bench 2 | 3,774 | — |
Reasoning Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 71.7 (#12), Magistral Small: 6.8 (#350)
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| ARC-AGI-2 | 77.1% | 0% |
| ARC-AGI-1 | 98% | 5% |
| CritPt | 17.7% | 0.3% |
| Chess Puzzles | 55% | 3% |
| DTBench | 97.1% | 61.3% |
| Epoch Capabilities Index | 154.77 | 133.19 |
| SimpleBench | 79.6% | — |
| Kagi LLM Benchmark | — | 6.3% |
| NYT Connections (extended) | 97.4% | — |
| EnigmaEval | 36.8% | — |
| Thematic Generalization | 79.4% | — |
| EBR-Bench | 14.3% | — |
| LMArena Hard Prompts | 1485 | — |
| Mystery Game Puzzles | 34% | — |
| LMCA | 53.8% | — |
| ForecastBench | 59 | — |
Math Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 62.1 (#34), Magistral Small: 26.2 (#261)
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 95.6% | 30% |
| FrontierMath (Tiers 1-3) | 59.6% | — |
| FrontierMath Tier 4 | 26.8% | — |
| MathArena Final-Answer Competitions | 86.5% | — |
| ProofBench | 26% | — |
| LMArena Math | 1485 | — |
| FrontierMath (Feb 2025 set) | 36.9% | — |
| FrontierMath Tier 4 (v1) | 16.7% | — |
Knowledge Gemini 3.1 Pro Preview leads
Gemini 3.1 Pro Preview: 71.8 (#3), Magistral Small: 30.9 (#223)
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| GPQA Diamond | 94.4% | 56.1% |
| Humanity's Last Exam | 46.4% | — |
| SimpleQA Verified | 73.5% | — |
| Vectara Hallucination Rate | 10.4% | — |
| LMArena Expert | 1485 | — |
Multimodal Not comparable
Gemini 3.1 Pro Preview: 37.9 (#69), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| LMArena Vision | 1296 | — |
| Blueprint-Bench 2 | 26.5% | — |
| Furniture Assembly | 26.7% | — |
| LMArena Document | 1444 | — |
Multilingual Not comparable
Gemini 3.1 Pro Preview: 57.0 (#12), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| LMArena Non-English | 1477 | — |
| LMArena Chinese | 1529 | — |
| LMArena French | 1487 | — |
| LMArena German | 1491 | — |
| LMArena Japanese | 1493 | — |
| LMArena Korean | 1455 | — |
| LMArena Russian | 1498 | — |
| LMArena Spanish | 1479 | — |
Instruction Following Not comparable
Gemini 3.1 Pro Preview: 77.0 (#32), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| LMArena Instruction Following | 1466 | — |
Long Context Not comparable
Gemini 3.1 Pro Preview: 47.4 (#18), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| CL-bench | 20.8% | — |
| CL-bench Life | 16.9% | — |
| LMArena Longer Query | 1483 | — |
Writing & Preference Not comparable
Gemini 3.1 Pro Preview: 66.1 (#37), Magistral Small: —
| Benchmark | Gemini 3.1 Pro Preview | Magistral Small |
|---|---|---|
| LMArena Text | 1481 | — |
| LMArena Creative Writing | 1482 | — |
| EQ-Bench Creative Writing | 1491 | — |
| EQ-Bench 4 | 1142 | — |
| LMArena Multi-Turn | 1488 | — |
Frequently asked questions
Is Gemini 3.1 Pro Preview better than Magistral Small?
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 30.2 on the Noometry Index. Magistral Small costs 6.0× less per token, which makes it the better buy when Gemini 3.1 Pro Preview's lead doesn't matter for your workload.
Which is cheaper, Gemini 3.1 Pro Preview or Magistral Small?
Magistral Small is cheaper. It lists at $0.50 per million input tokens and $1.50 per million output tokens; Gemini 3.1 Pro Preview lists at $2 and $12.
Is Gemini 3.1 Pro Preview or Magistral Small better for coding?
Gemini 3.1 Pro Preview scores higher on coding benchmarks: 42.5 versus 38.4 in the Noometry coding category.
Which has the bigger context window?
Gemini 3.1 Pro Preview does, with 1.05M tokens against 128K.
How many benchmarks do Gemini 3.1 Pro Preview and Magistral Small share?
9 benchmarks have published results for both models. Gemini 3.1 Pro Preview has 71 scored results on Noometry and Magistral Small has 10.