DeepSeek V4.1 Flash vs Gemini 3.1 Flash Lite Preview
DeepSeek V4.1 Flash leads Gemini 3.1 Flash Lite Preview on coding, 62.5 to 22.7 on the Vibe Coding Index, and DeepSeek V4.1 Flash costs 1.8x less per output token ($0.84 vs $1.50 per million). Updated October 22, 2026; 62 benchmarks have a result for both.
DeepSeek V4.1 Flash or Gemini 3.1 Flash Lite Preview: which to pick
Pick DeepSeek V4.1 Flash for coding: it scores 62.5 on the Vibe Coding Index against 22.7 for Gemini 3.1 Flash Lite Preview.
Pick Gemini 3.1 Flash Lite Preview for work measured by LegalBench (Vals AI) or MedCode (Vals AI), where it leads.
- Shared results
- 62
- DeepSeek V4.1 Flash only
- 39
- Gemini 3.1 Flash Lite Preview only
- 17
- 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
DeepSeek V4.1 Flash
DeepSeek V4.1 Flash scores 62.5 against 22.7.
5 and 3 benchmarks behind the scores
Intelligence
AA Intelligence Index
DeepSeek V4.1 Flash
DeepSeek V4.1 Flash leads, 24.7 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
DeepSeek V4.1 Flash
DeepSeek V4.1 Flash leads, 1308 against 1082.
Same board, both measured
Long documents
Listed context window
No call
Both take 1.05M tokens.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
DeepSeek V4.1 Flash
DeepSeek V4.1 Flash $0.0006, Gemini 3.1 Flash Lite Preview $0.0010 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
- DeepSeek V4.1 Flash 62.5 from 5 benchmarks, Gemini 3.1 Flash Lite Preview 22.7 from 3 benchmarks.
- Widest category
- Coding, 37.8 points apart on average over 11 shared benchmarks.
- Widest single gap
- Vibe Code Bench (Vals AI): DeepSeek V4.1 Flash 84.7% against Gemini 3.1 Flash Lite Preview 0.0%, 84.7 points apart on a 0 to 100 scale.
- Output price
- DeepSeek V4.1 Flash $0.84 against Gemini 3.1 Flash Lite Preview $1.50 per million output tokens, 1.8x apart.
- Context window
- Both take 1.05M tokens.
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 | DeepSeek V4.1 Flash | Bars | Gemini 3.1 Flash Lite Preview | Ties |
|---|---|---|---|---|
| Coding | 11 | 0 | ||
| Intelligence | 1 | 0 | ||
| Agentic work | 4 | 0 | ||
| Reasoning | 5 | 0 | ||
| Math | 2 | 0 | ||
| Knowledge | 4 | 2 | ||
| Web design | 8 | 0 | ||
| General | 23 | 2 | ||
| All shared boards | 58 | 4 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index110
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| LiveBench coding | 90.2% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMArena WebDev | 1618 | 1257 | DeepSeek V4.1 Flash |
| AA Coding Index | Not measured | 34.7 | Only Gemini 3.1 Flash Lite Preview measured |
| LiveCodeBench (Vals AI) | Not measured | 80.1% | Only Gemini 3.1 Flash Lite Preview measured |
| SWE-bench Verified (Vals AI) | Not measured | 62.8% | Only Gemini 3.1 Flash Lite Preview measured |
| Terminal-Bench 4 (Vals AI) | 19.7% | Not measured | Only DeepSeek V4.1 Flash measured |
| Vibe Code Bench (Vals AI) | 84.7% | 0.0% | DeepSeek V4.1 Flash |
| Code migration (Vals AI) | 45.6% | 4.6% | DeepSeek V4.1 Flash |
| ProgramBench (Vals AI) | 0.5% | 0.0% | DeepSeek V4.1 Flash |
| IOI (Vals AI) | 40.3% | Not measured | Only DeepSeek V4.1 Flash measured |
| Terminal-Bench 2.1 (Vals AI) | 74.5% | 34.1% | DeepSeek V4.1 Flash |
| SWE-bench Multimodal (Vals AI) | 46.5% | Not measured | Only DeepSeek V4.1 Flash measured |
| Vibe Code Bench 1-100 (Vals AI) | 16.4% | Not measured | Only DeepSeek V4.1 Flash measured |
| SkillsBench (Vals AI) | 69.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| CyberBench (Vals AI) | 73.7% | Not measured | Only DeepSeek V4.1 Flash measured |
| SciCode | 51.9% | Not measured | Only DeepSeek V4.1 Flash measured |
| FrontierCode | 43.9% | Not measured | Only DeepSeek V4.1 Flash measured |
| ALE-Bench | 1092.3 | 797.7 | DeepSeek V4.1 Flash |
| LMArena Text: coding | 1502 | 1400 | DeepSeek V4.1 Flash |
| LMArena Text: software and IT | 1496 | 1413 | DeepSeek V4.1 Flash |
| LMArena WebDev: React | 1628 | 1245 | DeepSeek V4.1 Flash |
| LMArena WebDev: HTML | 1612 | 1276 | DeepSeek V4.1 Flash |
| LMArena WebDev: from an image | 1606 | 1336 | DeepSeek V4.1 Flash |
| SciCode | Not measured | 4.6% | Only Gemini 3.1 Flash Lite 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 | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| AA Intelligence Index | 24.7 | 15.6 | DeepSeek V4.1 Flash |
| Epoch Capabilities Index | 155.9 | Not measured | Only DeepSeek V4.1 Flash measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index40
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 1.6 | Only Gemini 3.1 Flash Lite Preview measured |
| LiveBench research | 86.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| LiveBench browser | 84.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| LiveBench long agentic | 40.1% | Not measured | Only DeepSeek V4.1 Flash measured |
| SREBench (Vals AI) | 0.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| Finance Agent (Vals AI) | 53.5% | 30.0% | DeepSeek V4.1 Flash |
| Tax Agent Bench (Vals AI) | 26.6% | 3.1% | DeepSeek V4.1 Flash |
| Legal Research Bench (Vals AI) | 41.4% | 3.4% | DeepSeek V4.1 Flash |
| Excel Modeling Benchmark (Vals AI) | 57.2% | 8.6% | DeepSeek V4.1 Flash |
| BioMysteryBench (Vals AI) | 67.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| Terminal-Bench-Science (Vals AI) | 0.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| Vals Science Index | 29.6% | Not measured | Only DeepSeek V4.1 Flash measured |
| APEX-Agents | 39.5% | Not measured | Only DeepSeek V4.1 Flash measured |
| Neither model has a result on the other 28 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index50
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| GPQA Diamond | Not measured | 81.1% | Only Gemini 3.1 Flash Lite Preview measured |
| LiveBench reasoning | 86.7% | Not measured | Only DeepSeek V4.1 Flash measured |
| MysteryMechanism (Vals AI) | 21.2% | Not measured | Only DeepSeek V4.1 Flash measured |
| MMMU Pro (Vals AI) | Not measured | 82.5% | Only Gemini 3.1 Flash Lite Preview measured |
| Humanity's Last Exam (Artificial Analysis run) | 39.2% | Not measured | Only DeepSeek V4.1 Flash measured |
| GPQA Diamond (Epoch AI run) | 89.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| ARC-AGI | 94.5% | Not measured | Only DeepSeek V4.1 Flash measured |
| ARC-AGI-2 | 72.9% | Not measured | Only DeepSeek V4.1 Flash measured |
| Chess puzzles | 48.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| Mystery game puzzles | 43.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMArena Text: hard prompts | 1483 | 1407 | DeepSeek V4.1 Flash |
| LMArena Text: expert | 1501 | 1398 | DeepSeek V4.1 Flash |
| LMArena Text: hard prompts in English | 1488 | 1403 | DeepSeek V4.1 Flash |
| LMArena Vision: diagrams | 1297 | 1242 | DeepSeek V4.1 Flash |
| LMArena Vision: homework | 1307 | 1271 | DeepSeek V4.1 Flash |
| Neither model has a result on the other 7 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| AIME | Not measured | 83.3% | Only Gemini 3.1 Flash Lite Preview measured |
| OTIS Mock AIME | 98.3% | Not measured | Only DeepSeek V4.1 Flash measured |
| FrontierMath, tiers 1 to 3 | 67.4% | Not measured | Only DeepSeek V4.1 Flash measured |
| FrontierMath, tier 4 | 26.8% | Not measured | Only DeepSeek V4.1 Flash measured |
| ProofBench | 54.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMArena Text: math | 1478 | 1428 | DeepSeek V4.1 Flash |
| LMArena Text: mathematical work | 1485 | 1417 | DeepSeek V4.1 Flash |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index42
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| MMLU Pro | Not measured | 86.2% | Only Gemini 3.1 Flash Lite Preview measured |
| LegalBench (Vals AI) | 83.3% | 83.8% | Gemini 3.1 Flash Lite Preview |
| CaseLaw (Vals AI) | Not measured | 55.0% | Only Gemini 3.1 Flash Lite Preview measured |
| CorpFin (Vals AI) | Not measured | 59.4% | Only Gemini 3.1 Flash Lite Preview measured |
| TaxEval (Vals AI) | Not measured | 71.8% | Only Gemini 3.1 Flash Lite Preview measured |
| MortgageTax (Vals AI) | Not measured | 68.0% | Only Gemini 3.1 Flash Lite Preview measured |
| MedCode (Vals AI) | 41.2% | 47.6% | Gemini 3.1 Flash Lite Preview |
| SimpleQA Verified | 42.9% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMArena Text: science | 1469 | 1425 | DeepSeek V4.1 Flash |
| LMArena Text: medicine and healthcare | 1484 | 1428 | DeepSeek V4.1 Flash |
| LMArena Text: legal and government | 1443 | 1418 | DeepSeek V4.1 Flash |
| LMArena Text: business and finance | 1461 | 1389 | DeepSeek V4.1 Flash |
| FACTS Benchmark Suite | Not measured | 51.4% | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| Design Arena: websites | 1308 | 1082 | DeepSeek V4.1 Flash |
| Design Arena: UI components | 1312 | 1069 | DeepSeek V4.1 Flash |
| Design Arena: game dev | 1330 | 1029 | DeepSeek V4.1 Flash |
| Design Arena: data viz | 1291 | 1045 | DeepSeek V4.1 Flash |
| Design Arena: 3D | 1355 | 1047 | DeepSeek V4.1 Flash |
| Design Arena: all code categories | 1320 | 1072 | DeepSeek V4.1 Flash |
| Design Arena: SVG | 1245 | 1052 | DeepSeek V4.1 Flash |
| Design Arena: ASCII art | 1265 | 1167 | DeepSeek V4.1 Flash |
| LiveBench design | 79.2% | Not measured | Only DeepSeek V4.1 Flash measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index232
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | Leader |
|---|---|---|---|
| LiveBench data analysis | 79.3% | Not measured | Only DeepSeek V4.1 Flash measured |
| Public Benefits Bench (Vals AI) | 64.3% | Not measured | Only DeepSeek V4.1 Flash measured |
| SAGE (Vals AI) | 47.9% | 49.5% | Gemini 3.1 Flash Lite Preview |
| MedScribe (Vals AI) | 85.5% | 63.9% | DeepSeek V4.1 Flash |
| Vals Multimodal Index | Not measured | 41.4% | Only Gemini 3.1 Flash Lite Preview measured |
| Long context reasoning (AA-LCR) | 84.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| DTBench | 89.9% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMCA | 47.0% | Not measured | Only DeepSeek V4.1 Flash measured |
| Surface Evolver Bench | 46.3% | Not measured | Only DeepSeek V4.1 Flash measured |
| Furniture assembly | 34.2% | Not measured | Only DeepSeek V4.1 Flash measured |
| LMArena Text | 1464 | 1416 | DeepSeek V4.1 Flash |
| LMArena Text: instruction following | 1473 | 1377 | DeepSeek V4.1 Flash |
| LMArena Text: creative writing | 1437 | 1401 | DeepSeek V4.1 Flash |
| LMArena Vision | 1278 | 1240 | DeepSeek V4.1 Flash |
| LMArena Text: English | 1473 | 1414 | DeepSeek V4.1 Flash |
| LMArena Text: non-English | 1449 | 1410 | DeepSeek V4.1 Flash |
| LMArena Text: Chinese | 1501 | 1460 | DeepSeek V4.1 Flash |
| LMArena Text: German | 1470 | 1430 | DeepSeek V4.1 Flash |
| LMArena Text: Japanese | 1432 | 1413 | DeepSeek V4.1 Flash |
| LMArena Text: Korean | 1436 | 1392 | DeepSeek V4.1 Flash |
| LMArena Text: French | 1465 | 1424 | DeepSeek V4.1 Flash |
| LMArena Text: Spanish | 1459 | 1421 | DeepSeek V4.1 Flash |
| LMArena Text: Russian | 1467 | 1420 | DeepSeek V4.1 Flash |
| LMArena Text: Polish | 1457 | 1443 | DeepSeek V4.1 Flash |
| LMArena Text: multi-turn | 1461 | 1417 | DeepSeek V4.1 Flash |
| LMArena Text: longer queries | 1473 | 1394 | DeepSeek V4.1 Flash |
| LMArena Text: writing and language | 1450 | 1408 | DeepSeek V4.1 Flash |
| LMArena Text: entertainment and media | 1445 | 1386 | DeepSeek V4.1 Flash |
| LMArena Vision: English | 1288 | 1232 | DeepSeek V4.1 Flash |
| LMArena Vision: Chinese | 1327 | 1278 | DeepSeek V4.1 Flash |
| LMArena Vision: reading text | 1282 | 1246 | DeepSeek V4.1 Flash |
| LMArena Vision: humor | 1260 | 1266 | Gemini 3.1 Flash Lite Preview |
| LMArena Vision: captioning | Not measured | 1259 | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: recognizing things | Not measured | 1308 | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: creative writing | 1275 | 1248 | DeepSeek V4.1 Flash |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | DeepSeek V4.1 Flash | Gemini 3.1 Flash Lite Preview | 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
DeepSeek V4.1 Flash costs less
Repository review
50K input + 3K output tokens
DeepSeek V4.1 Flash costs less
Agent loop
200K input + 10K output tokens
DeepSeek V4.1 Flash 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 | DeepSeek V4.1 Flash | Google Gemini 3.1 Flash Lite Preview |
|---|---|---|
| Maker | DeepSeek | |
| Weights | Open weights | No public weights listed |
| Released | September 10, 2026 | March 3, 2026 |
| Context window | 1.05M | 1.05M |
| Input $/Mtok | $0.2225 | $0.25 |
| Output $/Mtok | $0.84 | $1.50 |
| Coding index | 62.5 | 22.7 |
| Independent measurements behind it | 5 | 3 |
| Cost per solved task | Not computable | $0.18 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is DeepSeek V4.1 Flash better than Gemini 3.1 Flash Lite Preview for coding?
Pick DeepSeek V4.1 Flash for coding: it scores 62.5 on the Vibe Coding Index against 22.7 for Gemini 3.1 Flash Lite Preview. Pick Gemini 3.1 Flash Lite Preview for work measured by LegalBench (Vals AI) or MedCode (Vals AI), where it leads.
Which is cheaper, DeepSeek V4.1 Flash or Gemini 3.1 Flash Lite Preview?
DeepSeek V4.1 Flash costs $0.2225 per million input tokens and $0.84 per million output tokens; Gemini 3.1 Flash Lite Preview costs $0.25 and $1.50. Cost per solved task is known for Gemini 3.1 Flash Lite Preview only.
Which has the bigger context window, DeepSeek V4.1 Flash or Gemini 3.1 Flash Lite Preview?
Neither: both take 1.05M tokens.
How many benchmarks is the DeepSeek V4.1 Flash vs Gemini 3.1 Flash Lite Preview comparison based on?
62 benchmarks have a result for both models as of October 22, 2026. DeepSeek V4.1 Flash's coding index rests on 5 independent benchmarks and Gemini 3.1 Flash Lite Preview's on 3. Where only one model has a result, the page says so instead of naming a winner.