Gemini 3.1 Pro Preview vs Qwen3.6 Plus
Qwen3.6 Plus leads Gemini 3.1 Pro Preview on coding, 44.1 to 32.3 on the Vibe Coding Index, and Qwen3.6 Plus costs 6.2x less per output token ($1.95 vs $12.00 per million). Updated October 22, 2026; 82 benchmarks have a result for both.
Gemini 3.1 Pro Preview or Qwen3.6 Plus: which to pick
Pick Qwen3.6 Plus for coding: it scores 44.1 on the Vibe Coding Index against 32.3 for Gemini 3.1 Pro Preview, though on 3 benchmarks against 4.
Pick Gemini 3.1 Pro Preview for a lower cost per solved task ($0.99 against $1.19) and a larger context window (1.05M against 1M tokens).
- Shared results
- 82
- Gemini 3.1 Pro Preview only
- 51
- Qwen3.6 Plus only
- 1
- 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
Qwen3.6 Plus
Qwen3.6 Plus scores 44.1 against 32.3.
4 and 3 benchmarks behind the scores
Intelligence
AA Intelligence Index
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 29.7 against 27.0.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Gemini 3.1 Pro Preview has a AA Agentic Index result, 8.2.
Directional only
Reasoning
GPQA Diamond
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 95.5% against 87.4%.
Same board, both measured
Math
AIME
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 98.1% against 94.6%.
Same board, both measured
Knowledge
MMLU Pro
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 91.0% against 87.7%.
Same board, both measured
Web design
Design Arena: websites
Qwen3.6 Plus
Qwen3.6 Plus leads, 1243 against 1233.
Same board, both measured
Long documents
Listed context window
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview takes 1.05M tokens against 1M.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Qwen3.6 Plus
Gemini 3.1 Pro Preview $0.0080, Qwen3.6 Plus $0.0013 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview $0.99, Qwen3.6 Plus $1.19.
Published attempt cost and pass rate
At a glance
- Coding index
- Gemini 3.1 Pro Preview 32.3 from 4 benchmarks, Qwen3.6 Plus 44.1 from 3 benchmarks.
- Widest category
- Reasoning, 11.7 points apart on average over 10 shared benchmarks.
- Widest single gap
- Chess puzzles: Gemini 3.1 Pro Preview 51.0% against Qwen3.6 Plus 14.0%, 37.0 points apart on a 0 to 100 scale.
- Output price
- Gemini 3.1 Pro Preview $12.00 against Qwen3.6 Plus $1.95 per million output tokens, 6.2x apart.
- Context window
- Gemini 3.1 Pro Preview takes 1.05M tokens, Qwen3.6 Plus 1M.
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 | Qwen3.6 Plus | Ties |
|---|---|---|---|---|
| Coding | 12 | 2 | 1 tie | |
| Intelligence | 1 | 0 | ||
| Agentic work | 4 | 2 | ||
| Reasoning | 10 | 0 | ||
| Math | 5 | 0 | ||
| Knowledge | 11 | 1 | ||
| Web design | 3 | 5 | ||
| General | 24 | 1 | ||
| All shared boards | 70 | 11 | 1 tie |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index122
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| LMArena WebDev | 1447 | 1461 | Qwen3.6 Plus |
| AA Coding Index | 68.8 | 54.5 | Gemini 3.1 Pro Preview |
| LiveCodeBench (Vals AI) | 88.5% | 86.0% | Gemini 3.1 Pro Preview |
| SWE-bench Verified (Vals AI) | 78.8% | 73.4% | Gemini 3.1 Pro Preview |
| Terminal-Bench 4 (Vals AI) | 2.5% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Vibe Code Bench (Vals AI) | 32.0% | 25.6% | Gemini 3.1 Pro Preview |
| Code migration (Vals AI) | 17.3% | 11.1% | Gemini 3.1 Pro Preview |
| ProgramBench (Vals AI) | 0.0% | 0.0% | Tie |
| IOI (Vals AI) | 51.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench 2.1 (Vals AI) | 70.8% | 53.2% | Gemini 3.1 Pro Preview |
| Vibe Code Bench 1-100 (Vals AI) | 6.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| SciCode | 58.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench Hard (Artificial Analysis run) | 53.8% | 43.9% | 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 | 670.1 | Gemini 3.1 Pro Preview |
| LMArena Text: coding | 1484 | 1467 | Gemini 3.1 Pro Preview |
| LMArena Text: software and IT | 1487 | 1462 | Gemini 3.1 Pro Preview |
| LMArena WebDev: React | 1438 | 1454 | Qwen3.6 Plus |
| LMArena WebDev: HTML | 1490 | 1463 | Gemini 3.1 Pro Preview |
| LMArena WebDev: from an image | 1481 | 1472 | Gemini 3.1 Pro Preview |
| SciCode | 14.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 15 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| AA Intelligence Index | 29.7 | 27.0 | Gemini 3.1 Pro Preview |
| Epoch Capabilities Index | Not measured | 147.3 | Only Qwen3.6 Plus measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index42
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| AA Agentic Index | 8.2 | Not measured | Only Gemini 3.1 Pro Preview measured |
| 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 | 1094 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: agents building Android apps | 1049 | 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 | 1113 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: HTML slides | 1103 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Design Arena: PowerPoint slides | 1041 | 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% | 40.9% | Gemini 3.1 Pro Preview |
| Tax Agent Bench (Vals AI) | 9.3% | 7.7% | Gemini 3.1 Pro Preview |
| Legal Research Bench (Vals AI) | 20.7% | 14.9% | Gemini 3.1 Pro Preview |
| Excel Modeling Benchmark (Vals AI) | 52.6% | 32.9% | Gemini 3.1 Pro Preview |
| 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% | 97.7% | Qwen3.6 Plus |
| 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 | $5,115 | Qwen3.6 Plus |
| Neither model has a result on the other 17 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index100
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| GPQA Diamond | 95.5% | 87.4% | Gemini 3.1 Pro Preview |
| MysteryMechanism (Vals AI) | 20.7% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MMMU Pro (Vals AI) | 88.2% | 84.2% | Gemini 3.1 Pro Preview |
| GPQA Diamond (Artificial Analysis run) | 94.1% | 88.2% | Gemini 3.1 Pro Preview |
| Humanity's Last Exam (Artificial Analysis run) | 47.0% | 27.8% | Gemini 3.1 Pro Preview |
| GPQA Diamond (Epoch AI run) | 94.4% | 88.4% | Gemini 3.1 Pro Preview |
| 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% | 14.0% | Gemini 3.1 Pro Preview |
| Mystery game puzzles | 34.0% | 12.0% | Gemini 3.1 Pro Preview |
| EBR-bench | 14.3% | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text: hard prompts | 1485 | 1448 | Gemini 3.1 Pro Preview |
| LMArena Text: expert | 1483 | 1454 | Gemini 3.1 Pro Preview |
| LMArena Text: hard prompts in English | 1480 | 1455 | Gemini 3.1 Pro Preview |
| LMArena Vision: diagrams | 1311 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: homework | 1316 | Not measured | Only Gemini 3.1 Pro Preview measured |
| Neither model has a result on the other 5 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index50
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| AIME | 98.1% | 94.6% | Gemini 3.1 Pro Preview |
| OTIS Mock AIME | 95.6% | 93.3% | Gemini 3.1 Pro Preview |
| FrontierMath, tiers 1 to 3 | 59.6% | 38.2% | Gemini 3.1 Pro Preview |
| 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 | 1449 | Gemini 3.1 Pro Preview |
| LMArena Text: mathematical work | 1478 | 1448 | Gemini 3.1 Pro Preview |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index111
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| MMLU Pro | 91.0% | 87.7% | Gemini 3.1 Pro Preview |
| LegalBench (Vals AI) | 87.4% | 84.2% | Gemini 3.1 Pro Preview |
| CaseLaw (Vals AI) | 64.8% | 51.5% | Gemini 3.1 Pro Preview |
| CorpFin (Vals AI) | 64.5% | 61.9% | Gemini 3.1 Pro Preview |
| TaxEval (Vals AI) | 72.9% | 74.7% | Qwen3.6 Plus |
| MortgageTax (Vals AI) | 69.4% | 68.0% | Gemini 3.1 Pro Preview |
| MedQA (Vals AI) | 96.4% | Not measured | Only Gemini 3.1 Pro Preview measured |
| MedCode (Vals AI) | 59.1% | 36.9% | Gemini 3.1 Pro Preview |
| SimpleQA Verified | 73.5% | 44.1% | Gemini 3.1 Pro Preview |
| LMArena Text: science | 1497 | 1439 | Gemini 3.1 Pro Preview |
| LMArena Text: medicine and healthcare | 1486 | 1442 | Gemini 3.1 Pro Preview |
| LMArena Text: legal and government | 1487 | 1437 | Gemini 3.1 Pro Preview |
| LMArena Text: business and finance | 1459 | 1430 | 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 4 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index35
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| Design Arena: websites | 1233 | 1243 | Qwen3.6 Plus |
| Design Arena: UI components | 1224 | 1230 | Qwen3.6 Plus |
| Design Arena: game dev | 1202 | 1211 | Qwen3.6 Plus |
| Design Arena: data viz | 1209 | 1228 | Qwen3.6 Plus |
| Design Arena: 3D | 1234 | 1202 | Gemini 3.1 Pro Preview |
| Design Arena: all code categories | 1231 | 1236 | Qwen3.6 Plus |
| Design Arena: SVG | 1285 | 1161 | Gemini 3.1 Pro Preview |
| Design Arena: ASCII art | 1270 | 1113 | 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 index241
| Benchmark | Gemini 3.1 Pro Preview | Qwen3.6 Plus | Leader |
|---|---|---|---|
| Public Benefits Bench (Vals AI) | 53.8% | Not measured | Only Gemini 3.1 Pro Preview measured |
| SAGE (Vals AI) | 48.7% | 44.9% | Gemini 3.1 Pro Preview |
| MedScribe (Vals AI) | 76.1% | 77.0% | Qwen3.6 Plus |
| Vals Multimodal Index | 56.1% | 51.5% | Gemini 3.1 Pro Preview |
| IFBench | 77.1% | 75.2% | Gemini 3.1 Pro Preview |
| Long context reasoning (AA-LCR) | 82.0% | 78.3% | Gemini 3.1 Pro Preview |
| DTBench | 97.1% | 81.9% | Gemini 3.1 Pro Preview |
| LMCA | 53.8% | 33.1% | Gemini 3.1 Pro Preview |
| CL-bench | 20.8% | 20.3% | Gemini 3.1 Pro Preview |
| 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 | 1436 | Gemini 3.1 Pro Preview |
| LMArena Text: instruction following | 1466 | 1424 | Gemini 3.1 Pro Preview |
| LMArena Text: creative writing | 1482 | 1404 | Gemini 3.1 Pro Preview |
| LMArena Vision | 1296 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Text: English | 1478 | 1445 | Gemini 3.1 Pro Preview |
| LMArena Text: non-English | 1476 | 1424 | Gemini 3.1 Pro Preview |
| LMArena Text: Chinese | 1527 | 1477 | Gemini 3.1 Pro Preview |
| LMArena Text: German | 1490 | 1451 | Gemini 3.1 Pro Preview |
| LMArena Text: Japanese | 1491 | 1390 | Gemini 3.1 Pro Preview |
| LMArena Text: Korean | 1455 | 1379 | Gemini 3.1 Pro Preview |
| LMArena Text: French | 1487 | 1455 | Gemini 3.1 Pro Preview |
| LMArena Text: Spanish | 1481 | 1432 | Gemini 3.1 Pro Preview |
| LMArena Text: Russian | 1497 | 1434 | Gemini 3.1 Pro Preview |
| LMArena Text: Polish | 1498 | 1433 | Gemini 3.1 Pro Preview |
| LMArena Text: multi-turn | 1487 | 1438 | Gemini 3.1 Pro Preview |
| LMArena Text: longer queries | 1482 | 1439 | Gemini 3.1 Pro Preview |
| LMArena Text: writing and language | 1481 | 1418 | Gemini 3.1 Pro Preview |
| LMArena Text: entertainment and media | 1465 | 1402 | Gemini 3.1 Pro Preview |
| LMArena Vision: English | 1287 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: Chinese | 1364 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: reading text | 1304 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: humor | 1322 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: captioning | 1345 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: recognizing things | 1330 | Not measured | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: creative writing | 1324 | Not measured | Only Gemini 3.1 Pro Preview measured |
| 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 | Qwen3.6 Plus | 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
Qwen3.6 Plus costs less
Repository review
50K input + 3K output tokens
Qwen3.6 Plus costs less
Agent loop
200K input + 10K output tokens
Qwen3.6 Plus 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 | Qwen3.6 Plus |
|---|---|---|
| Maker | Qwen | |
| Weights | No public weights listed | No public weights listed |
| Released | February 19, 2026 | April 2, 2026 |
| Context window | 1.05M | 1M |
| Input $/Mtok | $2.00 | $0.325 |
| Output $/Mtok | $12.00 | $1.95 |
| Coding index | 32.3 | 44.1 |
| Independent measurements behind it | 4 | 3 |
| Cost per solved task | $0.99 | $1.19 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Gemini 3.1 Pro Preview better than Qwen3.6 Plus for coding?
Pick Qwen3.6 Plus for coding: it scores 44.1 on the Vibe Coding Index against 32.3 for Gemini 3.1 Pro Preview, though on 3 benchmarks against 4. Pick Gemini 3.1 Pro Preview for a lower cost per solved task ($0.99 against $1.19) and a larger context window (1.05M against 1M tokens).
Which is cheaper, Gemini 3.1 Pro Preview or Qwen3.6 Plus?
Gemini 3.1 Pro Preview costs $2.00 per million input tokens and $12.00 per million output tokens; Qwen3.6 Plus costs $0.325 and $1.95. Per solved SWE-bench Verified task, Gemini 3.1 Pro Preview costs $0.99 and Qwen3.6 Plus $1.19.
Which has the bigger context window, Gemini 3.1 Pro Preview or Qwen3.6 Plus?
Gemini 3.1 Pro Preview, with 1.05M tokens against 1M.
How many benchmarks is the Gemini 3.1 Pro Preview vs Qwen3.6 Plus comparison based on?
82 benchmarks have a result for both models as of October 22, 2026. Gemini 3.1 Pro Preview's coding index rests on 4 independent benchmarks and Qwen3.6 Plus's on 3. Where only one model has a result, the page says so instead of naming a winner.