Gemini 3.1 Flash Lite Preview vs Qwen3.5 397B A17B
Qwen3.5 397B A17B leads Gemini 3.1 Flash Lite Preview on the Artificial Analysis Intelligence Index, 21.4 to 15.6, and Gemini 3.1 Flash Lite Preview costs 1.6x less per output token ($1.50 vs $2.34 per million). Updated October 22, 2026; 50 benchmarks have a result for both.
Gemini 3.1 Flash Lite Preview or Qwen3.5 397B A17B: which to pick
Only Gemini 3.1 Flash Lite Preview has a coding score, 22.7 on the Vibe Coding Index; Qwen3.5 397B A17B has none, so the two cannot be ranked on coding.
Pick Qwen3.5 397B A17B for work measured by LMArena WebDev or LMArena Text: coding, where it leads.
- Shared results
- 50
- Gemini 3.1 Flash Lite Preview only
- 30
- Qwen3.5 397B A17B only
- 16
- Like-for-like categories
- 7 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 Flash Lite Preview has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
Qwen3.5 397B A17B
Qwen3.5 397B A17B leads, 21.4 against 15.6.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Gemini 3.1 Flash Lite Preview has a AA Agentic Index result, 1.6.
Directional only
Reasoning
GPQA Diamond
No call
Only Gemini 3.1 Flash Lite Preview has a GPQA Diamond result, 81.1%.
Directional only
Math
AIME
No call
Only Gemini 3.1 Flash Lite Preview has a AIME result, 83.3%.
Directional only
Knowledge
MMLU Pro
No call
Only Gemini 3.1 Flash Lite Preview has a MMLU Pro result, 86.2%.
Directional only
Web design
Design Arena: websites
Qwen3.5 397B A17B
Qwen3.5 397B A17B leads, 1190 against 1082.
Same board, both measured
Long documents
Listed context window
Gemini 3.1 Flash Lite Preview
Gemini 3.1 Flash Lite Preview takes 1.05M tokens against 262K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Gemini 3.1 Flash Lite Preview
Gemini 3.1 Flash Lite Preview $0.0010, Qwen3.5 397B A17B $0.0016 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Gemini 3.1 Flash Lite Preview has the number, $0.18.
Directional only
At a glance
- Coding index
- Gemini 3.1 Flash Lite Preview 22.7 from 3 benchmarks, Qwen3.5 397B A17B not benchmarked.
- Widest category
- Coding, 15.2 points apart on average over 6 shared benchmarks.
- Widest single gap
- LMArena WebDev: React: Gemini 3.1 Flash Lite Preview 1245 against Qwen3.5 397B A17B 1388, 23.8 points apart on a 0 to 100 scale.
- Output price
- Gemini 3.1 Flash Lite Preview $1.50 against Qwen3.5 397B A17B $2.34 per million output tokens, 1.6x apart.
- Context window
- Gemini 3.1 Flash Lite Preview takes 1.05M tokens, Qwen3.5 397B A17B 262K.
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 Flash Lite Preview | Bars | Qwen3.5 397B A17B | Ties |
|---|---|---|---|---|
| Coding | 1 | 5 | ||
| Intelligence | 0 | 1 | ||
| Reasoning | 0 | 5 | ||
| Math | 0 | 2 | ||
| Knowledge | 0 | 4 | ||
| Web design | 0 | 7 | ||
| General | 4 | 21 | ||
| All shared boards | 5 | 45 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index15
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| LMArena WebDev | 1257 | 1400 | Qwen3.5 397B A17B |
| AA Coding Index | 34.7 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LiveCodeBench (Vals AI) | 80.1% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| SWE-bench Verified (Vals AI) | 62.8% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Vibe Code Bench (Vals AI) | 0.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Code migration (Vals AI) | 4.6% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| ProgramBench (Vals AI) | 0.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Terminal-Bench 2.1 (Vals AI) | 34.1% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| SciCode | Not measured | 44.8% | Only Qwen3.5 397B A17B measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 40.9% | Only Qwen3.5 397B A17B measured |
| ALE-Bench | 797.7 | 621.9 | Gemini 3.1 Flash Lite Preview |
| LMArena Text: coding | 1400 | 1464 | Qwen3.5 397B A17B |
| LMArena Text: software and IT | 1413 | 1463 | Qwen3.5 397B A17B |
| LMArena WebDev: React | 1245 | 1388 | Qwen3.5 397B A17B |
| LMArena WebDev: HTML | 1276 | 1410 | Qwen3.5 397B A17B |
| LMArena WebDev: from an image | 1336 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| SciCode | 4.6% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 26 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| AA Intelligence Index | 15.6 | 21.4 | Qwen3.5 397B A17B |
| Epoch Capabilities Index | Not measured | 146.8 | Only Qwen3.5 397B A17B measured |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index7 boards, none shared
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| AA Agentic Index | 1.6 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Finance Agent (Vals AI) | 30.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Tax Agent Bench (Vals AI) | 3.1% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Legal Research Bench (Vals AI) | 3.4% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Excel Modeling Benchmark (Vals AI) | 8.6% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| τ²-Bench Telecom | Not measured | 95.6% | Only Qwen3.5 397B A17B measured |
| APEX-Agents | Not measured | 24.9% | Only Qwen3.5 397B A17B measured |
| Neither model has a result on the other 35 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index05
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| GPQA Diamond | 81.1% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MMMU Pro (Vals AI) | 82.5% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| GPQA Diamond (Artificial Analysis run) | Not measured | 89.3% | Only Qwen3.5 397B A17B measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 29.0% | Only Qwen3.5 397B A17B measured |
| GPQA Diamond (Epoch AI run) | Not measured | 86.4% | Only Qwen3.5 397B A17B measured |
| Mystery game puzzles | Not measured | 18.0% | Only Qwen3.5 397B A17B measured |
| LMArena Text: hard prompts | 1407 | 1448 | Qwen3.5 397B A17B |
| LMArena Text: expert | 1398 | 1462 | Qwen3.5 397B A17B |
| LMArena Text: hard prompts in English | 1403 | 1450 | Qwen3.5 397B A17B |
| LMArena Vision: diagrams | 1242 | 1277 | Qwen3.5 397B A17B |
| LMArena Vision: homework | 1271 | 1292 | Qwen3.5 397B A17B |
| Neither model has a result on the other 12 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| AIME | 83.3% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| OTIS Mock AIME | Not measured | 88.9% | Only Qwen3.5 397B A17B measured |
| FrontierMath, tiers 1 to 3 | Not measured | 31.2% | Only Qwen3.5 397B A17B measured |
| LMArena Text: math | 1428 | 1453 | Qwen3.5 397B A17B |
| LMArena Text: mathematical work | 1417 | 1454 | Qwen3.5 397B A17B |
| MathArena | Not measured | 19.2% | Only Qwen3.5 397B A17B measured |
| Neither model has a result on the other 8 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index04
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| MMLU Pro | 86.2% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LegalBench (Vals AI) | 83.8% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| CaseLaw (Vals AI) | 55.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| CorpFin (Vals AI) | 59.4% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| TaxEval (Vals AI) | 71.8% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MortgageTax (Vals AI) | 68.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MedCode (Vals AI) | 47.6% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Text: science | 1425 | 1457 | Qwen3.5 397B A17B |
| LMArena Text: medicine and healthcare | 1428 | 1455 | Qwen3.5 397B A17B |
| LMArena Text: legal and government | 1418 | 1441 | Qwen3.5 397B A17B |
| LMArena Text: business and finance | 1389 | 1435 | Qwen3.5 397B A17B |
| FACTS Benchmark Suite | 51.4% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 8 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index07
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| Design Arena: websites | 1082 | 1190 | Qwen3.5 397B A17B |
| Design Arena: UI components | 1069 | 1161 | Qwen3.5 397B A17B |
| Design Arena: game dev | 1029 | 1140 | Qwen3.5 397B A17B |
| Design Arena: data viz | 1045 | 1175 | Qwen3.5 397B A17B |
| Design Arena: 3D | 1047 | 1160 | Qwen3.5 397B A17B |
| Design Arena: all code categories | 1071 | 1179 | Qwen3.5 397B A17B |
| Design Arena: SVG | 1052 | 1139 | Qwen3.5 397B A17B |
| Design Arena: ASCII art | 1167 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index421
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 49.5% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MedScribe (Vals AI) | 63.9% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Vals Multimodal Index | 41.4% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| IFBench | Not measured | 78.8% | Only Qwen3.5 397B A17B measured |
| Long context reasoning (AA-LCR) | Not measured | 77.3% | Only Qwen3.5 397B A17B measured |
| DTBench | Not measured | 87.5% | Only Qwen3.5 397B A17B measured |
| LMCA | Not measured | 37.9% | Only Qwen3.5 397B A17B measured |
| LMArena Text | 1416 | 1437 | Qwen3.5 397B A17B |
| LMArena Text: instruction following | 1377 | 1424 | Qwen3.5 397B A17B |
| LMArena Text: creative writing | 1401 | 1402 | Qwen3.5 397B A17B |
| LMArena Vision | 1240 | 1262 | Qwen3.5 397B A17B |
| LMArena Text: English | 1414 | 1443 | Qwen3.5 397B A17B |
| LMArena Text: non-English | 1410 | 1430 | Qwen3.5 397B A17B |
| LMArena Text: Chinese | 1460 | 1498 | Qwen3.5 397B A17B |
| LMArena Text: German | 1430 | 1445 | Qwen3.5 397B A17B |
| LMArena Text: Japanese | 1413 | 1429 | Qwen3.5 397B A17B |
| LMArena Text: Korean | 1392 | 1384 | Gemini 3.1 Flash Lite Preview |
| LMArena Text: French | 1424 | 1462 | Qwen3.5 397B A17B |
| LMArena Text: Spanish | 1421 | 1441 | Qwen3.5 397B A17B |
| LMArena Text: Russian | 1420 | 1430 | Qwen3.5 397B A17B |
| LMArena Text: Polish | 1443 | 1447 | Qwen3.5 397B A17B |
| LMArena Text: multi-turn | 1417 | 1446 | Qwen3.5 397B A17B |
| LMArena Text: longer queries | 1394 | 1441 | Qwen3.5 397B A17B |
| LMArena Text: writing and language | 1408 | 1415 | Qwen3.5 397B A17B |
| LMArena Text: entertainment and media | 1386 | 1399 | Qwen3.5 397B A17B |
| LMArena Vision: English | 1232 | 1268 | Qwen3.5 397B A17B |
| LMArena Vision: Chinese | 1278 | 1314 | Qwen3.5 397B A17B |
| LMArena Vision: reading text | 1246 | 1271 | Qwen3.5 397B A17B |
| LMArena Vision: humor | 1266 | 1262 | Gemini 3.1 Flash Lite Preview |
| LMArena Vision: captioning | 1259 | 1230 | Gemini 3.1 Flash Lite Preview |
| LMArena Vision: recognizing things | 1308 | 1265 | Gemini 3.1 Flash Lite Preview |
| LMArena Vision: creative writing | 1248 | 1260 | Qwen3.5 397B A17B |
| MultiChallenge | 60.6% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 15 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Gemini 3.1 Flash Lite Preview | Qwen3.5 397B A17B | 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
Gemini 3.1 Flash Lite Preview costs less
Repository review
50K input + 3K output tokens
Gemini 3.1 Flash Lite Preview costs less
Agent loop
200K input + 10K output tokens
Gemini 3.1 Flash Lite Preview 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 Flash Lite Preview | Qwen3.5 397B A17B |
|---|---|---|
| Maker | Qwen | |
| Weights | No public weights listed | Open weights |
| Released | March 3, 2026 | February 16, 2026 |
| Context window | 1.05M | 262K |
| Input $/Mtok | $0.25 | $0.39 |
| Output $/Mtok | $1.50 | $2.34 |
| Coding index | 22.7 | Not benchmarked |
| Independent measurements behind it | 3 | 1 |
| Cost per solved task | $0.18 | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Gemini 3.1 Flash Lite Preview better than Qwen3.5 397B A17B for coding?
Only Gemini 3.1 Flash Lite Preview has a coding score, 22.7 on the Vibe Coding Index; Qwen3.5 397B A17B has none, so the two cannot be ranked on coding. Pick Qwen3.5 397B A17B for work measured by LMArena WebDev or LMArena Text: coding, where it leads.
Which is cheaper, Gemini 3.1 Flash Lite Preview or Qwen3.5 397B A17B?
Gemini 3.1 Flash Lite Preview costs $0.25 per million input tokens and $1.50 per million output tokens; Qwen3.5 397B A17B costs $0.39 and $2.34. Cost per solved task is known for Gemini 3.1 Flash Lite Preview only.
Which has the bigger context window, Gemini 3.1 Flash Lite Preview or Qwen3.5 397B A17B?
Gemini 3.1 Flash Lite Preview, with 1.05M tokens against 262K.
How many benchmarks is the Gemini 3.1 Flash Lite Preview vs Qwen3.5 397B A17B comparison based on?
50 benchmarks have a result for both models as of October 22, 2026. Gemini 3.1 Flash Lite Preview's coding index rests on 3 independent benchmarks and Qwen3.5 397B A17B's on 1. Where only one model has a result, the page says so instead of naming a winner.