# Gemini 3.8 Flash vs Nova 2.0 Pro Preview

> Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 33.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gemini-3-8-flash-vs-nova-2-0-pro-preview
- Last updated: 2026-10-10
- Shared benchmarks: 3

## Summary

- They share 3 benchmarks with published results for both. Gemini 3.8 Flash scores higher in 3 categories and Nova 2.0 Pro Preview in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.8 Flash leads 76.9 to 22.4.
- The biggest single-benchmark swing is GDP.pdf: 23.4% for Gemini 3.8 Flash and 2% for Nova 2.0 Pro Preview.

## Snapshot

| | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | Google | Amazon |
| Noometry Index | 61.8 | 33.4 |
| Rank | 11 | 244 |
| Context | 1.05M | — |
| Input $/M | $0.75 | — |
| Output $/M | $3.75 | — |
| Weights | Proprietary | Proprietary |

## Coding

- Gemini 3.8 Flash: 59.2 (#15)
- Nova 2.0 Pro Preview: 40.8 (#133)

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 56.6% | 42.7% |
| DeepSWE | 73.8% | — |
| FrontierCode | 41.2% | — |
| CursorBench | 39.6% | — |
| LMArena WebDev | 1584 | — |
| FrontierSWE | 19.6% | — |
| WeirdML | 84.8% | — |
| LMArena Coding | 1510 | — |
| ALE-Bench | 1,270 | — |

## Agentic & Tool Use

- Gemini 3.8 Flash: 41.8 (#21)
- Nova 2.0 Pro Preview: 21.9 (#136)

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | 23.4% | 2% |
| APEX-Agents | 64.3% | — |
| Remote Labor Index | 5.8% | — |
| Vending-Bench 2 | 5,094 | — |

## Reasoning

- Gemini 3.8 Flash: 76.9 (#5)
- Nova 2.0 Pro Preview: 22.4 (#194)

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 18.3% | 0% |
| ARC-AGI-2 | 89.2% | — |
| NYT Connections (extended) | 97.4% | — |
| ARC-AGI-1 | 98.5% | — |
| Chess Puzzles | 61% | — |
| LMArena Hard Prompts | 1508 | — |
| Mystery Game Puzzles | 47% | — |
| DTBench | 95.7% | — |
| LMCA | 52.9% | — |
| Surface Evolver Bench | 76.9% | — |
| Epoch Capabilities Index | 156.71 | — |

## Math

- Gemini 3.8 Flash: 65.3 (#28)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| FrontierMath (Tiers 1-3) | 68.4% | — |
| FrontierMath Tier 4 | 22% | — |
| OTIS Mock AIME 2024-2025 | 98.9% | — |
| ProofBench | 48% | — |
| LMArena Math | 1528 | — |

## Knowledge

- Gemini 3.8 Flash: 74.8 (#2)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| GPQA Diamond | 95.4% | — |
| Humanity's Last Exam | 44.5% | — |
| SimpleQA Verified | 69.7% | — |
| LMArena Expert | 1524 | — |

## Multimodal

- Gemini 3.8 Flash: 40.7 (#45)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Vision | 1314 | — |
| Blueprint-Bench 2 | 38.6% | — |
| Furniture Assembly | 31.7% | — |

## Multilingual

- Gemini 3.8 Flash: 58.0 (#5)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1491 | — |
| LMArena Chinese | 1554 | — |
| LMArena French | 1498 | — |
| LMArena German | 1493 | — |
| LMArena Japanese | 1502 | — |
| LMArena Korean | 1459 | — |
| LMArena Russian | 1515 | — |
| LMArena Spanish | 1485 | — |

## Instruction Following

- Gemini 3.8 Flash: 78.0 (#13)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1490 | — |

## Long Context

- Gemini 3.8 Flash: 46.3 (#24)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1508 | — |

## Writing & Preference

- Gemini 3.8 Flash: 72.2 (#15)
- Nova 2.0 Pro Preview: —

| Benchmark | Gemini 3.8 Flash | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1499 | — |
| LMArena Creative Writing | 1492 | — |
| EQ-Bench Creative Writing | 1748 | — |
| LMArena Multi-Turn | 1501 | — |

## FAQ

### Is Gemini 3.8 Flash better than Nova 2.0 Pro Preview?

Gemini 3.8 Flash is the stronger model overall, scoring 61.8 to 33.4 on the Noometry Index.

### Is Gemini 3.8 Flash or Nova 2.0 Pro Preview better for coding?

Gemini 3.8 Flash scores higher on coding benchmarks: 59.2 versus 40.8 in the Noometry coding category.

### How many benchmarks do Gemini 3.8 Flash and Nova 2.0 Pro Preview share?

3 benchmarks have published results for both models. Gemini 3.8 Flash has 50 scored results on Noometry and Nova 2.0 Pro Preview has 3.