# GPT-4 Turbo vs Nova 2 Lite

> Nova 2 Lite is the stronger model overall, scoring 39.0 to 30.3 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gpt-4-turbo-vs-nova-2-lite
- Last updated: 2026-10-10
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. GPT-4 Turbo scores higher in 0 categories and Nova 2 Lite in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Nova 2 Lite leads 34.8 to 8.6.
- Nova 2 Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $10 / $30 for GPT-4 Turbo.
- Nova 2 Lite accepts more context: 1M tokens versus 128K.

## Snapshot

| | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| Provider | OpenAI | Amazon |
| Noometry Index | 30.3 | 39.0 |
| Rank | 281 | 161 |
| Context | 128K | 1M |
| Input $/M | $10 | $0.30 |
| Output $/M | $30 | $2.50 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-4 Turbo: 33.4 (#247)
- Nova 2 Lite: 40.1 (#131)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Coding | 1268 | 1386 |
| WeirdML | 18% | — |
| BigCodeBench Instruct | 48.2% | — |
| BigCodeBench Complete | 58.2% | — |
| HumanEval+ | 86.6% | — |
| MBPP+ | 73.3% | — |

## Agentic & Tool Use

- GPT-4 Turbo: —
- Nova 2 Lite: 23.9 (#114)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 27.1% |
| METR Time Horizons | 36.7% | — |

## Reasoning

- GPT-4 Turbo: 14.9 (#311)
- Nova 2 Lite: 26.4 (#120)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Hard Prompts | 1251 | 1364 |
| SimpleBench | 25.1% | — |
| Chess Puzzles | 6% | — |
| DTBench | 61.6% | — |
| LMCA | 9.8% | — |
| Epoch Capabilities Index | 127.25 | — |
| ForecastBench | 59.4 | — |

## Math

- GPT-4 Turbo: 8.6 (#316)
- Nova 2 Lite: 34.8 (#154)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Math | 1272 | 1359 |
| FrontierMath (Tiers 1-3) | 0.7% | — |
| OTIS Mock AIME 2024-2025 | 6.7% | — |
| MATH Level 5 | 46.7% | — |

## Knowledge

- GPT-4 Turbo: 24.3 (#263)
- Nova 2 Lite: 42.5 (#88)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Expert | 1223 | 1360 |
| GPQA Diamond | 46.6% | — |
| Confabulations | 28.4% | — |
| Vectara Hallucination Rate | — | 5.1% |
| MMLU | 81.3% | — |

## Multimodal

- GPT-4 Turbo: 30.0 (#104)
- Nova 2 Lite: —

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Vision | 1090 | — |

## Multilingual

- GPT-4 Turbo: 40.7 (#211)
- Nova 2 Lite: 47.3 (#148)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Non-English | 1245 | 1337 |
| LMArena Chinese | 1242 | 1364 |
| LMArena French | 1275 | 1381 |
| LMArena German | 1259 | 1343 |
| LMArena Japanese | 1194 | 1273 |
| LMArena Korean | 1187 | 1284 |
| LMArena Russian | 1259 | 1343 |
| LMArena Spanish | 1260 | 1372 |

## Instruction Following

- GPT-4 Turbo: 66.0 (#211)
- Nova 2 Lite: 70.7 (#156)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Instruction Following | 1250 | 1335 |

## Long Context

- GPT-4 Turbo: 38.0 (#200)
- Nova 2 Lite: 40.6 (#145)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Longer Query | 1254 | 1335 |

## Writing & Preference

- GPT-4 Turbo: 47.9 (#201)
- Nova 2 Lite: 54.1 (#150)

| Benchmark | GPT-4 Turbo | Nova 2 Lite |
|---|---|---|
| LMArena Text | 1272 | 1362 |
| LMArena Creative Writing | 1269 | 1291 |
| LMArena Multi-Turn | 1267 | 1338 |

## FAQ

### Is GPT-4 Turbo better than Nova 2 Lite?

Nova 2 Lite is the stronger model overall, scoring 39.0 to 30.3 on the Noometry Index.

### Which is cheaper, GPT-4 Turbo or Nova 2 Lite?

Nova 2 Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; GPT-4 Turbo lists at $10 and $30.

### Is GPT-4 Turbo or Nova 2 Lite better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.1 versus 33.4 in the Noometry coding category.

### Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 128K.

### How many benchmarks do GPT-4 Turbo and Nova 2 Lite share?

17 benchmarks have published results for both models. GPT-4 Turbo has 36 scored results on Noometry and Nova 2 Lite has 19.