Model comparison
DeepSeek-V3.1 vs Gemini 3 Flash Preview
Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 42.8 on the Noometry Index. DeepSeek-V3.1 costs 2.6× less per token, which makes it the better buy when Gemini 3 Flash Preview's lead doesn't matter for your workload.
Last verified . 24 shared benchmarks.
Summary
- They share 24 benchmarks with published results for both. DeepSeek-V3.1 scores higher in 0 categories and Gemini 3 Flash Preview in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3 Flash Preview leads 49.2 to 27.9.
- The biggest single-benchmark swing is WeirdML: 38.4% for DeepSeek-V3.1 and 61.6% for Gemini 3 Flash Preview.
- DeepSeek-V3.1 is cheaper at $0.25 / $0.95 per million input/output tokens, against $0.50 / $3 for Gemini 3 Flash Preview.
- Gemini 3 Flash Preview accepts more context: 1.05M tokens versus 164K.
- DeepSeek-V3.1 has downloadable open weights; the other is API-only.
Side by side
| DeepSeek-V3.1 | Gemini 3 Flash Preview | |
|---|---|---|
| Provider | DeepSeek | |
| Noometry Index | 42.8 | 52.3 |
| Released | 2025-08-21 | 2025-12-17 |
| Weights | Open | Proprietary |
| Context window | 164K | 1.05M |
| Max output | 8K | 66K |
| Input $ / M tokens | $0.25 | $0.50 |
| Output $ / M tokens | $0.95 | $3 |
| Results tracked | 27 | 59 |
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Category by category
Coding Gemini 3 Flash Preview leads
DeepSeek-V3.1: 40.3 (#144), Gemini 3 Flash Preview: 50.9 (#42)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| WeirdML | 38.4% | 61.6% |
| LMArena Coding | 1417 | 1460 |
| SWE-bench Verified | — | 75.4% |
| SWE-bench Verified (bash only) | — | 75.8% |
| LMArena WebDev | — | 1439 |
| SWE-bench Multilingual | — | 72.7% |
| GSO | — | 9.8% |
| ALE-Bench | — | 1,367 |
Agentic & Tool Use Not comparable
DeepSeek-V3.1: —, Gemini 3 Flash Preview: 38.7 (#29)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| Terminal-Bench | — | 64.3% |
| τ²-bench Airline | — | 82.5% |
| τ²-bench Banking | — | 27.3% |
| τ²-bench Retail | — | 76.8% |
| τ²-bench Telecom | — | 91.2% |
| DeepResearch Bench | — | 49.8% |
| BALROG | — | 48.1% |
| GDP.pdf | — | 10% |
| LMArena Search | — | 1198 |
| Vending-Bench 2 | — | 3,635 |
Reasoning Gemini 3 Flash Preview leads
DeepSeek-V3.1: 27.9 (#110), Gemini 3 Flash Preview: 49.2 (#37)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| SimpleBench | 40% | 61.1% |
| LMArena Hard Prompts | 1417 | 1465 |
| DTBench | 82.7% | 89.1% |
| LMCA | 24.3% | 43.1% |
| Epoch Capabilities Index | 139.92 | 151.8 |
| ForecastBench | 58 | 58.5 |
| ARC-AGI-2 | — | 33.6% |
| Kagi LLM Benchmark | 53.2% | — |
| NYT Connections (extended) | — | 83.1% |
| ARC-AGI-1 | — | 84.7% |
| Chess Puzzles | — | 40% |
| Mystery Game Puzzles | — | 26% |
Math Gemini 3 Flash Preview leads
DeepSeek-V3.1: 38.9 (#122), Gemini 3 Flash Preview: 51.7 (#55)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Math | 1420 | 1473 |
| FrontierMath (Tiers 1-3) | — | 51.2% |
| FrontierMath Tier 4 | — | 17.1% |
| MathArena Final-Answer Competitions | — | 67.6% |
| OTIS Mock AIME 2024-2025 | — | 95.6% |
| ProofBench | — | 15% |
| FrontierMath (Feb 2025 set) | — | 35.6% |
| FrontierMath Tier 4 (v1) | — | 4.2% |
Knowledge Gemini 3 Flash Preview leads
DeepSeek-V3.1: 43.7 (#90), Gemini 3 Flash Preview: 58.8 (#33)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| Vectara Hallucination Rate | 5.5% | 13.5% |
| LMArena Expert | 1405 | 1462 |
| GPQA Diamond | — | 89.4% |
| SimpleQA Verified | — | 66.8% |
Multimodal Not comparable
DeepSeek-V3.1: —, Gemini 3 Flash Preview: 45.5 (#16)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Vision | — | 1285 |
| GeoBench | — | 88% |
| VPCT | — | 72.6% |
| Blueprint-Bench 2 | — | 0% |
| LMArena Document | — | 1413 |
Multilingual Gemini 3 Flash Preview leads
DeepSeek-V3.1: 51.6 (#106), Gemini 3 Flash Preview: 55.7 (#27)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Non-English | 1400 | 1458 |
| LMArena Chinese | 1469 | 1511 |
| LMArena French | 1447 | 1477 |
| LMArena German | 1411 | 1497 |
| LMArena Japanese | 1378 | 1489 |
| LMArena Korean | 1337 | 1443 |
| LMArena Russian | 1405 | 1480 |
| LMArena Spanish | 1431 | 1469 |
Instruction Following Gemini 3 Flash Preview leads
DeepSeek-V3.1: 73.9 (#110), Gemini 3 Flash Preview: 75.7 (#56)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Instruction Following | 1400 | 1437 |
Long Context Gemini 3 Flash Preview leads
DeepSeek-V3.1: 36.3 (#232), Gemini 3 Flash Preview: 44.4 (#67)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Longer Query | 1422 | 1452 |
| Fiction.LiveBench | 52.8% | — |
Writing & Preference Gemini 3 Flash Preview leads
DeepSeek-V3.1: 60.3 (#98), Gemini 3 Flash Preview: 65.5 (#45)
| Benchmark | DeepSeek-V3.1 | Gemini 3 Flash Preview |
|---|---|---|
| LMArena Text | 1420 | 1466 |
| LMArena Creative Writing | 1401 | 1457 |
| LMArena Multi-Turn | 1408 | 1471 |
| EQ-Bench Creative Writing | 1436 | — |
Frequently asked questions
Is DeepSeek-V3.1 better than Gemini 3 Flash Preview?
Gemini 3 Flash Preview is the stronger model overall, scoring 52.3 to 42.8 on the Noometry Index. DeepSeek-V3.1 costs 2.6× less per token, which makes it the better buy when Gemini 3 Flash Preview's lead doesn't matter for your workload.
Which is cheaper, DeepSeek-V3.1 or Gemini 3 Flash Preview?
DeepSeek-V3.1 is cheaper. It lists at $0.25 per million input tokens and $0.95 per million output tokens; Gemini 3 Flash Preview lists at $0.50 and $3.
Is DeepSeek-V3.1 or Gemini 3 Flash Preview better for coding?
Gemini 3 Flash Preview scores higher on coding benchmarks: 50.9 versus 40.3 in the Noometry coding category.
Which has the bigger context window?
Gemini 3 Flash Preview does, with 1.05M tokens against 164K.
How many benchmarks do DeepSeek-V3.1 and Gemini 3 Flash Preview share?
24 benchmarks have published results for both models. DeepSeek-V3.1 has 27 scored results on Noometry and Gemini 3 Flash Preview has 59.