Model comparison
Gemini 2.5 Pro vs Gemini 3.8 Flash
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 45.0 on the Noometry Index.
Last verified . 37 shared benchmarks.
Summary
- They share 37 benchmarks with published results for both. Gemini 2.5 Pro scores higher in 2 categories and Gemini 3.8 Flash in 8 categories; 10 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.8 Flash leads 76.9 to 28.8.
- The biggest single-benchmark swing is ARC-AGI-2: 4.9% for Gemini 2.5 Pro and 89.2% for Gemini 3.8 Flash.
- Gemini 3.8 Flash is cheaper at $0.75 / $3.75 per million input/output tokens, against $1.25 / $10 for Gemini 2.5 Pro.
Side by side
| Gemini 2.5 Pro | Gemini 3.8 Flash | |
|---|---|---|
| Provider | ||
| Noometry Index | 45.0 | 61.8 |
| Released | 2025-03-25 | 2026-09-02 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 1.05M |
| Max output | 66K | 66K |
| Input $ / M tokens | $1.25 | $0.75 |
| Output $ / M tokens | $10 | $3.75 |
| Results tracked | 78 | 50 |
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Category by category
Coding Gemini 3.8 Flash leads
Gemini 2.5 Pro: 42.4 (#101), Gemini 3.8 Flash: 59.2 (#15)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena WebDev | 1227 | 1584 |
| SciCode | 42.8% | 56.6% |
| WeirdML | 54% | 84.8% |
| LMArena Coding | 1452 | 1510 |
| ALE-Bench | 785.52 | 1,270 |
| SWE-bench Verified | 57.6% | — |
| DeepSWE | — | 73.8% |
| FrontierCode | — | 41.2% |
| SWE-bench Verified (bash only) | 53.6% | — |
| Aider Polyglot | 83.1% | — |
| CursorBench | — | 39.6% |
| FrontierSWE | — | 19.6% |
| GSO | 3.9% | — |
| LiveBench Coding | 85.9% | — |
| CadEval | 64% | — |
| AlgoTune | 1.51 | — |
Agentic & Tool Use Gemini 3.8 Flash leads
Gemini 2.5 Pro: 29.2 (#88), Gemini 3.8 Flash: 41.8 (#21)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| Remote Labor Index | 0.8% | 5.8% |
| Vending-Bench 2 | 573.64 | 5,094 |
| Terminal-Bench | 32.6% | — |
| APEX-Agents | — | 64.3% |
| GDPval | 23.3% | — |
| TheAgentCompany | 30.3% | — |
| τ²-bench Banking | 13.7% | — |
| DeepResearch Bench | 42.8% | — |
| BALROG | 43.3% | — |
| GDP.pdf | — | 23.4% |
| LMArena Search | 1142 | — |
| METR Time Horizons | 55.4% | — |
Reasoning Gemini 3.8 Flash leads
Gemini 2.5 Pro: 28.8 (#99), Gemini 3.8 Flash: 76.9 (#5)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| ARC-AGI-2 | 4.9% | 89.2% |
| ARC-AGI-1 | 41% | 98.5% |
| CritPt | 2% | 18.3% |
| Chess Puzzles | 20% | 61% |
| LMArena Hard Prompts | 1455 | 1508 |
| DTBench | 82.4% | 95.7% |
| LMCA | 34.8% | 52.9% |
| Epoch Capabilities Index | 145.32 | 156.71 |
| SimpleBench | 62.4% | — |
| Kagi LLM Benchmark | 70.3% | — |
| NYT Connections (extended) | — | 97.4% |
| EnigmaEval | 5.6% | — |
| LiveBench Reasoning | 89.8% | — |
| Mystery Game Puzzles | — | 47% |
| LiveBench Data Analysis | 79.9% | — |
| Surface Evolver Bench | — | 76.9% |
| ForecastBench | 61.3 | — |
| LiveBench | 82.3% | — |
Math Gemini 3.8 Flash leads
Gemini 2.5 Pro: 32.5 (#213), Gemini 3.8 Flash: 65.3 (#28)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| FrontierMath (Tiers 1-3) | 24.6% | 68.4% |
| FrontierMath Tier 4 | 0% | 22% |
| OTIS Mock AIME 2024-2025 | 84.7% | 98.9% |
| LMArena Math | 1450 | 1528 |
| ProofBench | — | 48% |
| Omni-MATH | 41.6% | — |
| LiveBench Math | 90.2% | — |
| MATH Level 5 | 95.9% | — |
| FrontierMath (Feb 2025 set) | 14.1% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge Gemini 3.8 Flash leads
Gemini 2.5 Pro: 56.0 (#46), Gemini 3.8 Flash: 74.8 (#2)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| GPQA Diamond | 85.3% | 95.4% |
| Humanity's Last Exam | 21.6% | 44.5% |
| LMArena Expert | 1452 | 1524 |
| SimpleQA Verified | — | 69.7% |
| MMLU-Pro | 86.3% | — |
| Confabulations | 10.6% | — |
| Vectara Hallucination Rate | 7% | — |
| GPQA (HELM) | 74.9% | — |
Multimodal Gemini 2.5 Pro leads
Gemini 2.5 Pro: 45.2 (#18), Gemini 3.8 Flash: 40.7 (#45)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena Vision | 1263 | 1314 |
| GeoBench | 86% | — |
| VPCT | 48% | — |
| Blueprint-Bench 2 | — | 38.6% |
| Furniture Assembly | — | 31.7% |
| LMArena Document | 1421 | — |
| SpatialViz-Bench | 44.7% | — |
Multilingual Gemini 3.8 Flash leads
Gemini 2.5 Pro: 55.3 (#31), Gemini 3.8 Flash: 58.0 (#5)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena Non-English | 1451 | 1491 |
| LMArena Chinese | 1507 | 1554 |
| LMArena French | 1472 | 1498 |
| LMArena German | 1487 | 1493 |
| LMArena Japanese | 1461 | 1502 |
| LMArena Korean | 1434 | 1459 |
| LMArena Russian | 1461 | 1515 |
| LMArena Spanish | 1473 | 1485 |
Instruction Following Gemini 3.8 Flash leads
Gemini 2.5 Pro: 75.0 (#75), Gemini 3.8 Flash: 78.0 (#13)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena Instruction Following | 1437 | 1490 |
| LiveBench Instruction Following | 80.6% | — |
| IFEval | 84% | — |
Long Context Gemini 2.5 Pro leads
Gemini 2.5 Pro: 59.8 (#5), Gemini 3.8 Flash: 46.3 (#24)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena Longer Query | 1449 | 1508 |
| Fiction.LiveBench | 91.7% | — |
Writing & Preference Gemini 3.8 Flash leads
Gemini 2.5 Pro: 63.7 (#62), Gemini 3.8 Flash: 72.2 (#15)
| Benchmark | Gemini 2.5 Pro | Gemini 3.8 Flash |
|---|---|---|
| LMArena Text | 1458 | 1499 |
| LMArena Creative Writing | 1454 | 1492 |
| EQ-Bench Creative Writing | 1421 | 1748 |
| LMArena Multi-Turn | 1453 | 1501 |
| Short-Story Creative Writing | 83.8% | — |
| WildBench | 85.7% | — |
| LiveBench Language | 67.8% | — |
Frequently asked questions
Is Gemini 2.5 Pro better than Gemini 3.8 Flash?
Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 45.0 on the Noometry Index.
Which is cheaper, Gemini 2.5 Pro or Gemini 3.8 Flash?
Gemini 3.8 Flash is cheaper. It lists at $0.75 per million input tokens and $3.75 per million output tokens; Gemini 2.5 Pro lists at $1.25 and $10.
Is Gemini 2.5 Pro or Gemini 3.8 Flash better for coding?
Gemini 3.8 Flash scores higher on coding benchmarks: 59.2 versus 42.4 in the Noometry coding category.
Which has the bigger context window?
Both accept 1.05M tokens.
How many benchmarks do Gemini 2.5 Pro and Gemini 3.8 Flash share?
37 benchmarks have published results for both models. Gemini 2.5 Pro has 78 scored results on Noometry and Gemini 3.8 Flash has 50.