Gemini 3.1 Pro Preview vs Mistral Medium 3.1
Gemini 3.1 Pro Preview leads Mistral Medium 3.1 on the Artificial Analysis Intelligence Index, 29.7 to 9.2, and Mistral Medium 3.1 costs 6.0x less per output token ($2.00 vs $12.00 per million). Updated October 21, 2026; 68 benchmarks have a result for both.
Gemini 3.1 Pro Preview or Mistral Medium 3.1: which to pick
Only Gemini 3.1 Pro Preview has a coding score, 32.3 on the Vibe Coding Index; Mistral Medium 3.1 has none, so the two cannot be ranked on coding.
Pick Mistral Medium 3.1 for output tokens 6.0x cheaper ($2.00 vs $12.00 per million).
- Shared results
- 68
- Gemini 3.1 Pro Preview only
- 65
- Mistral Medium 3.1 only
- 6
- Like-for-like categories
- 8 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Only Gemini 3.1 Pro Preview has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 29.7 against 9.2.
Same board, both measured
Agentic work
AA Agentic Index
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 8.2 against 1.9.
Same board, both measured
Reasoning
GPQA Diamond
No call
Only Gemini 3.1 Pro Preview has a GPQA Diamond result, 95.5%.
Directional only
Math
AIME
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 98.1% against 42.3%.
Same board, both measured
Knowledge
MMLU Pro
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 91.0% against 75.3%.
Same board, both measured
Web design
Design Arena: websites
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 1234 against 1133.
Same board, both measured
Long documents
Listed context window
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview takes 1.05M tokens against 131K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Mistral Medium 3.1
Gemini 3.1 Pro Preview $0.0080, Mistral Medium 3.1 $0.0014 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Gemini 3.1 Pro Preview has the number, $0.99.
Directional only
At a glance
- Coding index
- Gemini 3.1 Pro Preview 32.3 from 4 benchmarks, Mistral Medium 3.1 not benchmarked.
- Widest category
- Agentic work, 30.6 points apart on average over 2 shared benchmarks.
- Widest single gap
- AIME: Gemini 3.1 Pro Preview 98.1% against Mistral Medium 3.1 42.3%, 55.8 points apart on a 0 to 100 scale.
- Output price
- Gemini 3.1 Pro Preview $12.00 against Mistral Medium 3.1 $2.00 per million output tokens, 6.0x apart.
- Context window
- Gemini 3.1 Pro Preview takes 1.05M tokens, Mistral Medium 3.1 131K.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Gemini 3.1 Pro Preview | Bars | Mistral Medium 3.1 | Ties |
|---|---|---|---|---|
| Coding | 7 | 0 | ||
| Intelligence | 1 | 0 | ||
| Agentic work | 2 | 0 | ||
| Reasoning | 8 | 0 | ||
| Math | 3 | 0 | ||
| Knowledge | 10 | 0 | ||
| Web design | 8 | 0 | ||
| General | 29 | 0 | ||
| All shared boards | 68 | 0 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index70
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| LMArena WebDev | 1447 | Not measured | Only Gemini 3.1 Pro Preview measured |
| AA Coding Index | 68.8 | 20.5 | Gemini 3.1 Pro Preview |
| LiveCodeBench (Vals AI) | 88.5% | 44.8% | Gemini 3.1 Pro Preview |
| SWE-bench Verified (Vals AI) | 78.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench 4 (Vals AI) | 2.5% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vibe Code Bench (Vals AI) | 32.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Code migration (Vals AI) | 17.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ProgramBench (Vals AI) | 0.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| IOI (Vals AI) | 51.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench 2.1 (Vals AI) | 70.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vibe Code Bench 1-100 (Vals AI) | 6.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LiveCodeBench (Artificial Analysis run) | Not measured | 40.6% | Only Mistral Medium 3.1 measured |
| SciCode | 58.7% | 32.4% | Gemini 3.1 Pro Preview |
| Terminal-Bench Hard (Artificial Analysis run) | 53.8% | 10.6% | Gemini 3.1 Pro Preview |
| Terminal-Bench | 80.2% | Not measured | Only Gemini 3.1 Pro Preview measured |
| GSO-Bench | 22.6% | Not measured | Only Gemini 3.1 Pro Preview measured |
| WeirdML | 72.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MirrorCode | 8.9% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ALE-Bench | 1160.6 | 210.2 | Gemini 3.1 Pro Preview |
| LMArena Text: coding | 1484 | 1433 | Gemini 3.1 Pro Preview |
| LMArena Text: software and IT | 1487 | 1436 | Gemini 3.1 Pro Preview |
| LMArena WebDev: React | 1438 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena WebDev: HTML | 1490 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena WebDev: from an image | 1481 | Not measured | Only Gemini 3.1 Pro Preview measured |
| SciCode | 14.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 14 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| AA Intelligence Index | 29.7 | 9.2 | Gemini 3.1 Pro Preview |
| Neither model has a result on the other 1 board here | |||
Agentic workLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| AA Agentic Index | 8.2 | 1.9 | Gemini 3.1 Pro Preview |
| Design Arena: agents building web apps | 1125 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building full-stack apps | 1068 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building mobile apps | 1093 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building Android apps | 1048 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building Godot games | 1236 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building games | 1114 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: HTML slides | 1153 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: PowerPoint slides | 1066 | Not measured | Only Gemini 3.1 Pro Preview measured |
| SREBench (Vals AI) | 0.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Finance Agent (Vals AI) | 43.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Tax Agent Bench (Vals AI) | 9.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Legal Research Bench (Vals AI) | 20.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Excel Modeling Benchmark (Vals AI) | 52.6% | Not measured | Only Gemini 3.1 Pro Preview measured |
| BioMysteryBench (Vals AI) | 60.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench-Science (Vals AI) | 1.4% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vals Science Index | 27.4% | Not measured | Only Gemini 3.1 Pro Preview measured |
| τ²-Bench Telecom | 95.6% | 40.6% | Gemini 3.1 Pro Preview |
| APEX-Agents | 35.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| METR time horizons | 77.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| BALROG | 57.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| DeepResearch Bench | 47.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| PostTrainBench | 22.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vending-Bench 2 | $911 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 17 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| GPQA Diamond | 95.5% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MysteryMechanism (Vals AI) | 20.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MMMU Pro (Vals AI) | 88.2% | 63.0% | Gemini 3.1 Pro Preview |
| GPQA Diamond (Artificial Analysis run) | 94.1% | 58.8% | Gemini 3.1 Pro Preview |
| Humanity's Last Exam (Artificial Analysis run) | 47.0% | 4.7% | Gemini 3.1 Pro Preview |
| GPQA Diamond (Epoch AI run) | 94.4% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ARC-AGI | 98.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ARC-AGI-2 | 77.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| SimpleBench | 79.6% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Chess puzzles | 51.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Mystery game puzzles | 34.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| EBR-bench | 14.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text: hard prompts | 1485 | 1426 | Gemini 3.1 Pro Preview |
| LMArena Text: expert | 1483 | 1408 | Gemini 3.1 Pro Preview |
| LMArena Text: hard prompts in English | 1480 | 1435 | Gemini 3.1 Pro Preview |
| LMArena Vision: diagrams | 1311 | 1175 | Gemini 3.1 Pro Preview |
| LMArena Vision: homework | 1316 | 1165 | Gemini 3.1 Pro Preview |
| Neither model has a result on the other 5 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index30
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| AIME | 98.1% | 42.3% | Gemini 3.1 Pro Preview |
| MATH 500 (Vals AI) | Not measured | 87.0% | Only Mistral Medium 3.1 measured |
| MGSM (Vals AI) | Not measured | 90.9% | Only Mistral Medium 3.1 measured |
| AA Math Index | Not measured | 38.3 | Only Mistral Medium 3.1 measured |
| AIME 2025 (Artificial Analysis run) | Not measured | 38.3% | Only Mistral Medium 3.1 measured |
| OTIS Mock AIME | 95.6% | Not measured | Only Gemini 3.1 Pro Preview measured |
| FrontierMath, tiers 1 to 3 | 59.6% | Not measured | Only Gemini 3.1 Pro Preview measured |
| FrontierMath, tier 4 | 26.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ProofBench | 26.0% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text: math | 1486 | 1408 | Gemini 3.1 Pro Preview |
| LMArena Text: mathematical work | 1478 | 1412 | Gemini 3.1 Pro Preview |
| Neither model has a result on the other 2 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index100
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| MMLU Pro | 91.0% | 75.3% | Gemini 3.1 Pro Preview |
| LegalBench (Vals AI) | 87.4% | 62.0% | Gemini 3.1 Pro Preview |
| CaseLaw (Vals AI) | 64.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| CorpFin (Vals AI) | 64.5% | 50.7% | Gemini 3.1 Pro Preview |
| TaxEval (Vals AI) | 72.9% | 70.3% | Gemini 3.1 Pro Preview |
| MortgageTax (Vals AI) | 69.4% | 36.5% | Gemini 3.1 Pro Preview |
| MedQA (Vals AI) | 96.4% | 78.2% | Gemini 3.1 Pro Preview |
| MedCode (Vals AI) | 59.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MMLU Pro (Artificial Analysis run) | Not measured | 68.3% | Only Mistral Medium 3.1 measured |
| SimpleQA Verified | 73.5% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text: science | 1497 | 1444 | Gemini 3.1 Pro Preview |
| LMArena Text: medicine and healthcare | 1486 | 1449 | Gemini 3.1 Pro Preview |
| LMArena Text: legal and government | 1487 | 1439 | Gemini 3.1 Pro Preview |
| LMArena Text: business and finance | 1459 | 1418 | Gemini 3.1 Pro Preview |
| FACTS Benchmark Suite | 67.4% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 3 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| Design Arena: websites | 1234 | 1133 | Gemini 3.1 Pro Preview |
| Design Arena: UI components | 1227 | 1100 | Gemini 3.1 Pro Preview |
| Design Arena: game dev | 1203 | 1074 | Gemini 3.1 Pro Preview |
| Design Arena: data viz | 1209 | 1144 | Gemini 3.1 Pro Preview |
| Design Arena: 3D | 1234 | 1081 | Gemini 3.1 Pro Preview |
| Design Arena: all code categories | 1231 | 1120 | Gemini 3.1 Pro Preview |
| Design Arena: SVG | 1285 | 993 | Gemini 3.1 Pro Preview |
| Design Arena: ASCII art | 1270 | 997 | Gemini 3.1 Pro Preview |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index290
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| Public Benefits Bench (Vals AI) | 53.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| SAGE (Vals AI) | 48.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MedScribe (Vals AI) | 76.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vals Multimodal Index | 56.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| IFBench | 77.1% | 39.8% | Gemini 3.1 Pro Preview |
| Long context reasoning (AA-LCR) | 82.0% | 42.7% | Gemini 3.1 Pro Preview |
| DTBench | 97.1% | 67.5% | Gemini 3.1 Pro Preview |
| LMCA | 53.8% | 19.1% | Gemini 3.1 Pro Preview |
| CL-bench | 20.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Furniture assembly | 26.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| ExploitBench | 26.1% | Not measured | Only Gemini 3.1 Pro Preview measured |
| CL-bench Life | 16.9% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text | 1480 | 1424 | Gemini 3.1 Pro Preview |
| LMArena Text: instruction following | 1466 | 1398 | Gemini 3.1 Pro Preview |
| LMArena Text: creative writing | 1482 | 1391 | Gemini 3.1 Pro Preview |
| LMArena Vision | 1296 | 1172 | Gemini 3.1 Pro Preview |
| LMArena Text: English | 1478 | 1438 | Gemini 3.1 Pro Preview |
| LMArena Text: non-English | 1476 | 1408 | Gemini 3.1 Pro Preview |
| LMArena Text: Chinese | 1527 | 1447 | Gemini 3.1 Pro Preview |
| LMArena Text: German | 1490 | 1432 | Gemini 3.1 Pro Preview |
| LMArena Text: Japanese | 1491 | 1379 | Gemini 3.1 Pro Preview |
| LMArena Text: Korean | 1455 | 1380 | Gemini 3.1 Pro Preview |
| LMArena Text: French | 1487 | 1460 | Gemini 3.1 Pro Preview |
| LMArena Text: Spanish | 1481 | 1433 | Gemini 3.1 Pro Preview |
| LMArena Text: Russian | 1497 | 1411 | Gemini 3.1 Pro Preview |
| LMArena Text: Polish | 1498 | 1430 | Gemini 3.1 Pro Preview |
| LMArena Text: multi-turn | 1487 | 1418 | Gemini 3.1 Pro Preview |
| LMArena Text: longer queries | 1482 | 1406 | Gemini 3.1 Pro Preview |
| LMArena Text: writing and language | 1481 | 1395 | Gemini 3.1 Pro Preview |
| LMArena Text: entertainment and media | 1465 | 1390 | Gemini 3.1 Pro Preview |
| LMArena Vision: English | 1287 | 1179 | Gemini 3.1 Pro Preview |
| LMArena Vision: Chinese | 1364 | 1190 | Gemini 3.1 Pro Preview |
| LMArena Vision: reading text | 1304 | 1175 | Gemini 3.1 Pro Preview |
| LMArena Vision: humor | 1322 | 1168 | Gemini 3.1 Pro Preview |
| LMArena Vision: captioning | 1345 | 1145 | Gemini 3.1 Pro Preview |
| LMArena Vision: recognizing things | 1330 | 1147 | Gemini 3.1 Pro Preview |
| LMArena Vision: creative writing | 1324 | 1200 | Gemini 3.1 Pro Preview |
| LMArena Document | 1444 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 8 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Gemini 3.1 Pro Preview | Mistral Medium 3.1 | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
Mistral Medium 3.1 costs less
Repository review
50K input + 3K output tokens
Mistral Medium 3.1 costs less
Agent loop
200K input + 10K output tokens
Mistral Medium 3.1 costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Google Gemini 3.1 Pro Preview | Mistral Medium 3.1 |
|---|---|---|
| Maker | Mistral AI | |
| Weights | No public weights listed | No public weights listed |
| Released | February 19, 2026 | August 13, 2025 |
| Context window | 1.05M | 131K |
| Input $/Mtok | $2.00 | $0.40 |
| Output $/Mtok | $12.00 | $2.00 |
| Coding index | 32.3 | Not benchmarked |
| Independent measurements behind it | 4 | 0 |
| Cost per solved task | $0.99 | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Gemini 3.1 Pro Preview better than Mistral Medium 3.1 for coding?
Only Gemini 3.1 Pro Preview has a coding score, 32.3 on the Vibe Coding Index; Mistral Medium 3.1 has none, so the two cannot be ranked on coding. Pick Mistral Medium 3.1 for output tokens 6.0x cheaper ($2.00 vs $12.00 per million).
Which is cheaper, Gemini 3.1 Pro Preview or Mistral Medium 3.1?
Gemini 3.1 Pro Preview costs $2.00 per million input tokens and $12.00 per million output tokens; Mistral Medium 3.1 costs $0.40 and $2.00. Cost per solved task is known for Gemini 3.1 Pro Preview only.
Which has the bigger context window, Gemini 3.1 Pro Preview or Mistral Medium 3.1?
Gemini 3.1 Pro Preview, with 1.05M tokens against 131K.
How many benchmarks is the Gemini 3.1 Pro Preview vs Mistral Medium 3.1 comparison based on?
68 benchmarks have a result for both models as of October 21, 2026. Gemini 3.1 Pro Preview's coding index rests on 4 independent benchmarks and Mistral Medium 3.1's on 0. Where only one model has a result, the page says so instead of naming a winner.