Model comparison
Nova 2.0 Pro Preview vs o4-mini
o4-mini is the stronger model overall, scoring 41.6 to 33.4 on the Noometry Index.
Last verified . 1 shared benchmarks.
Summary
- They share 1 benchmark with published results for both. Nova 2.0 Pro Preview scores higher in 0 categories and o4-mini in 3 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in agentic & tool use, where o4-mini leads 32.6 to 21.9.
Side by side
| Nova 2.0 Pro Preview | o4-mini | |
|---|---|---|
| Provider | Amazon | OpenAI |
| Noometry Index | 33.4 | 41.6 |
| Released | 2025-12-02 | 2025-04-16 |
| Weights | Proprietary | Proprietary |
| Context window | — | 200K |
| Max output | — | 100K |
| Input $ / M tokens | — | $1.10 |
| Output $ / M tokens | — | $4.40 |
| Results tracked | 3 | 60 |
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Category by category
Coding Too close to call
Nova 2.0 Pro Preview: 40.8 (#133), o4-mini: 40.9 (#127)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| SWE-bench Verified (bash only) | — | 45% |
| Aider Polyglot | — | 72% |
| SciCode | 42.7% | — |
| GSO | — | 3.6% |
| WeirdML | — | 52.6% |
| LMArena Coding | — | 1368 |
| CadEval | — | 62% |
| ALE-Bench | — | 826.17 |
| AlgoTune | — | 1.72 |
Agentic & Tool Use o4-mini leads
Nova 2.0 Pro Preview: 21.9 (#136), o4-mini: 32.6 (#61)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 53.2% |
| GDPval | — | 25.3% |
| GDP.pdf | 2% | — |
| METR Time Horizons | — | 63.9% |
Reasoning o4-mini leads
Nova 2.0 Pro Preview: 22.4 (#194), o4-mini: 24.6 (#162)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| CritPt | 0% | 0.6% |
| ARC-AGI-2 | — | 6.1% |
| SimpleBench | — | 38.7% |
| Kagi LLM Benchmark | — | 67.6% |
| ARC-AGI-1 | — | 58.7% |
| Chess Puzzles | — | 26% |
| EnigmaEval | — | 9.2% |
| LMArena Hard Prompts | — | 1351 |
| Mystery Game Puzzles | — | 5% |
| DTBench | — | 77.6% |
| LMCA | — | 26.5% |
| Epoch Capabilities Index | — | 145.64 |
| ForecastBench | — | 61.8 |
Math Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 40.8 (#89)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 36.1% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 81.7% |
| Omni-MATH | — | 72% |
| LMArena Math | — | 1389 |
| MATH Level 5 | — | 97.8% |
| FrontierMath (Feb 2025 set) | — | 24.8% |
| FrontierMath Tier 4 (v1) | — | 6.3% |
Knowledge Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 43.6 (#91)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| GPQA Diamond | — | 79.6% |
| Humanity's Last Exam | — | 18.1% |
| SimpleQA Verified | — | 19.6% |
| MMLU-Pro | — | 82% |
| Confabulations | — | 15.8% |
| Vectara Hallucination Rate | — | 18.6% |
| GPQA (HELM) | — | 73.5% |
| LMArena Expert | — | 1343 |
Multimodal Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 40.2 (#49)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| LMArena Vision | — | 1194 |
| GeoBench | — | 64% |
| VPCT | — | 57.5% |
Multilingual Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 47.0 (#154)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| LMArena Non-English | — | 1337 |
| LMArena Chinese | — | 1354 |
| LMArena French | — | 1364 |
| LMArena German | — | 1336 |
| LMArena Japanese | — | 1308 |
| LMArena Korean | — | 1312 |
| LMArena Russian | — | 1334 |
| LMArena Spanish | — | 1347 |
Instruction Following Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 75.2 (#68)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| IFEval | — | 92.8% |
| LMArena Instruction Following | — | 1321 |
Long Context Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 45.5 (#33)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| Fiction.LiveBench | — | 77.8% |
| LMArena Longer Query | — | 1315 |
Writing & Preference Not comparable
Nova 2.0 Pro Preview: —, o4-mini: 54.0 (#152)
| Benchmark | Nova 2.0 Pro Preview | o4-mini |
|---|---|---|
| LMArena Text | — | 1353 |
| LMArena Creative Writing | — | 1294 |
| Short-Story Creative Writing | — | 75% |
| WildBench | — | 85.4% |
| LMArena Multi-Turn | — | 1350 |
Frequently asked questions
Is Nova 2.0 Pro Preview better than o4-mini?
o4-mini is the stronger model overall, scoring 41.6 to 33.4 on the Noometry Index.
Is Nova 2.0 Pro Preview or o4-mini better for coding?
They score almost the same on coding (40.8 vs 40.9); test both on your own repository before choosing.
How many benchmarks do Nova 2.0 Pro Preview and o4-mini share?
1 benchmark has published results for both models. Nova 2.0 Pro Preview has 3 scored results on Noometry and o4-mini has 60.