Model comparison
Gemini 2.5 Flash-Lite vs Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 37.0 on the Noometry Index. Gemini 2.5 Flash-Lite costs 26× less per token, which makes it the better buy when Gemini 3.1 Pro Preview's lead doesn't matter for your workload.
Last verified . 24 shared benchmarks.
Summary
- They share 24 benchmarks with published results for both. Gemini 2.5 Flash-Lite scores higher in 0 categories and Gemini 3.1 Pro Preview in 10 categories; 10 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.1 Pro Preview leads 71.7 to 22.2.
- The biggest single-benchmark swing is WeirdML: 35.2% for Gemini 2.5 Flash-Lite and 72.1% for Gemini 3.1 Pro Preview.
- Gemini 2.5 Flash-Lite is cheaper at $0.10 / $0.40 per million input/output tokens, against $2 / $12 for Gemini 3.1 Pro Preview.
Side by side
| Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview | |
|---|---|---|
| Provider | ||
| Noometry Index | 37.0 | 56.7 |
| Released | 2025-06-17 | 2026-02-19 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 1.05M |
| Max output | 66K | 66K |
| Input $ / M tokens | $0.10 | $2 |
| Output $ / M tokens | $0.40 | $12 |
| Results tracked | 33 | 71 |
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Category by category
Coding Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 38.5 (#173), Gemini 3.1 Pro Preview: 42.5 (#99)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| WeirdML | 35.2% | 72.1% |
| LMArena Coding | 1373 | 1484 |
| ALE-Bench | 325.9 | 1,161 |
| SWE-bench Verified | — | 75.6% |
| DeepSWE | — | 11.7% |
| LMArena WebDev | — | 1447 |
| SciCode | — | 58.9% |
| GSO | — | 22.6% |
| MirrorCode | — | 8.9% |
| AlgoTune | — | 2.02 |
Agentic & Tool Use Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 28.0 (#96), Gemini 3.1 Pro Preview: 37.7 (#34)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| Terminal-Bench | — | 80.2% |
| APEX-Agents | — | 35.3% |
| Berkeley Function Calling Leaderboard | 36.9% | — |
| τ²-bench Banking | — | 26% |
| DeepResearch Bench | — | 47.8% |
| PostTrainBench | — | 22% |
| BALROG | — | 57% |
| ExploitBench | — | 26.1% |
| GBAEval | — | 0.8% |
| GDP.pdf | — | 17% |
| LMArena Search | — | 1211 |
| METR Time Horizons | — | 77% |
| Vending-Bench 2 | — | 3,774 |
Reasoning Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 22.2 (#205), Gemini 3.1 Pro Preview: 71.7 (#12)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Hard Prompts | 1377 | 1485 |
| DTBench | 62.8% | 97.1% |
| LMCA | 18.1% | 53.8% |
| Epoch Capabilities Index | 133.94 | 154.77 |
| ARC-AGI-2 | — | 77.1% |
| SimpleBench | — | 79.6% |
| Kagi LLM Benchmark | 40.5% | — |
| NYT Connections (extended) | — | 97.4% |
| ARC-AGI-1 | — | 98% |
| CritPt | — | 17.7% |
| Chess Puzzles | — | 55% |
| EnigmaEval | — | 36.8% |
| Thematic Generalization | — | 79.4% |
| EBR-Bench | — | 14.3% |
| Mystery Game Puzzles | — | 34% |
| ForecastBench | — | 59 |
Math Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 38.0 (#144), Gemini 3.1 Pro Preview: 62.1 (#34)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Math | 1373 | 1485 |
| FrontierMath (Tiers 1-3) | — | 59.6% |
| FrontierMath Tier 4 | — | 26.8% |
| MathArena Final-Answer Competitions | — | 86.5% |
| OTIS Mock AIME 2024-2025 | — | 95.6% |
| ProofBench | — | 26% |
| Omni-MATH | 48% | — |
| FrontierMath (Feb 2025 set) | — | 36.9% |
| FrontierMath Tier 4 (v1) | — | 16.7% |
Knowledge Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 32.5 (#210), Gemini 3.1 Pro Preview: 71.8 (#3)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| Vectara Hallucination Rate | 3.3% | 10.4% |
| LMArena Expert | 1373 | 1485 |
| GPQA Diamond | — | 94.4% |
| Humanity's Last Exam | — | 46.4% |
| SimpleQA Verified | — | 73.5% |
| MMLU-Pro | 53.7% | — |
| GPQA (HELM) | 30.9% | — |
Multimodal Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 29.1 (#114), Gemini 3.1 Pro Preview: 37.9 (#69)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Vision | 1198 | 1296 |
| VPCT | 30% | — |
| Blueprint-Bench 2 | — | 26.5% |
| Furniture Assembly | — | 26.7% |
| LMArena Document | — | 1444 |
Multilingual Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 49.3 (#134), Gemini 3.1 Pro Preview: 57.0 (#12)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Non-English | 1369 | 1477 |
| LMArena Chinese | 1404 | 1529 |
| LMArena French | 1388 | 1487 |
| LMArena German | 1389 | 1491 |
| LMArena Japanese | 1359 | 1493 |
| LMArena Korean | 1360 | 1455 |
| LMArena Russian | 1373 | 1498 |
| LMArena Spanish | 1396 | 1479 |
Instruction Following Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 70.0 (#168), Gemini 3.1 Pro Preview: 77.0 (#32)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1367 | 1466 |
| IFEval | 81% | — |
Long Context Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 33.3 (#262), Gemini 3.1 Pro Preview: 47.4 (#18)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1373 | 1483 |
| Fiction.LiveBench | 47.2% | — |
| CL-bench | — | 20.8% |
| CL-bench Life | — | 16.9% |
Writing & Preference Gemini 3.1 Pro Preview leads
Gemini 2.5 Flash-Lite: 56.8 (#135), Gemini 3.1 Pro Preview: 66.1 (#37)
| Benchmark | Gemini 2.5 Flash-Lite | Gemini 3.1 Pro Preview |
|---|---|---|
| LMArena Text | 1379 | 1481 |
| LMArena Creative Writing | 1367 | 1482 |
| LMArena Multi-Turn | 1366 | 1488 |
| EQ-Bench Creative Writing | — | 1491 |
| WildBench | 81.8% | — |
| EQ-Bench 4 | — | 1142 |
Frequently asked questions
Is Gemini 2.5 Flash-Lite better than Gemini 3.1 Pro Preview?
Gemini 3.1 Pro Preview is the stronger model overall, scoring 56.7 to 37.0 on the Noometry Index. Gemini 2.5 Flash-Lite costs 26× less per token, which makes it the better buy when Gemini 3.1 Pro Preview's lead doesn't matter for your workload.
Which is cheaper, Gemini 2.5 Flash-Lite or Gemini 3.1 Pro Preview?
Gemini 2.5 Flash-Lite is cheaper. It lists at $0.10 per million input tokens and $0.40 per million output tokens; Gemini 3.1 Pro Preview lists at $2 and $12.
Is Gemini 2.5 Flash-Lite or Gemini 3.1 Pro Preview better for coding?
Gemini 3.1 Pro Preview scores higher on coding benchmarks: 42.5 versus 38.5 in the Noometry coding category.
Which has the bigger context window?
Both accept 1.05M tokens.
How many benchmarks do Gemini 2.5 Flash-Lite and Gemini 3.1 Pro Preview share?
24 benchmarks have published results for both models. Gemini 2.5 Flash-Lite has 33 scored results on Noometry and Gemini 3.1 Pro Preview has 71.