Model comparison
GPT-6.1 Sol vs Nova 2.0 Pro Preview
GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 33.4 on the Noometry Index.
Last verified . 3 shared benchmarks.
Summary
- They share 3 benchmarks with published results for both. GPT-6.1 Sol 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 GPT-6.1 Sol leads 81.9 to 22.4.
- The biggest single-benchmark swing is CritPt: 31.7% for GPT-6.1 Sol and 0% for Nova 2.0 Pro Preview.
Side by side
| GPT-6.1 Sol | Nova 2.0 Pro Preview | |
|---|---|---|
| Provider | OpenAI | Amazon |
| Noometry Index | 65.6 | 33.4 |
| Released | 2026-09-29 | 2025-12-02 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | — |
| Max output | 128K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $10 | — |
| Results tracked | 34 | 3 |
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Category by category
Coding GPT-6.1 Sol leads
GPT-6.1 Sol: 63.2 (#8), Nova 2.0 Pro Preview: 40.8 (#133)
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 55.8% | 42.7% |
| DeepSWE | 75.2% | — |
| FrontierCode | 50.2% | — |
| LMArena WebDev | 1755 | — |
| LMArena Coding | 1487 | — |
Agentic & Tool Use GPT-6.1 Sol leads
GPT-6.1 Sol: 39.6 (#26), Nova 2.0 Pro Preview: 21.9 (#136)
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | 32% | 2% |
| APEX-Agents | 60% | — |
Reasoning GPT-6.1 Sol leads
GPT-6.1 Sol: 81.9 (#2), Nova 2.0 Pro Preview: 22.4 (#194)
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 31.7% | 0% |
| ARC-AGI-2 | 94.2% | — |
| NYT Connections (extended) | 95.5% | — |
| ARC-AGI-1 | 98.5% | — |
| Chess Puzzles | 61% | — |
| EBR-Bench | 54.3% | — |
| LMArena Hard Prompts | 1466 | — |
| Mystery Game Puzzles | 80% | — |
| Epoch Capabilities Index | 166.09 | — |
Math Not comparable
GPT-6.1 Sol: 93.7 (#1), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| FrontierMath (Tiers 1-3) | 93.7% | — |
| FrontierMath Tier 4 | 100% | — |
| OTIS Mock AIME 2024-2025 | 100% | — |
| ProofBench | 99% | — |
| LMArena Math | 1464 | — |
Knowledge Not comparable
GPT-6.1 Sol: 71.8 (#4), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| GPQA Diamond | 95.4% | — |
| SimpleQA Verified | 73.9% | — |
| LMArena Expert | 1502 | — |
Multimodal Not comparable
GPT-6.1 Sol: 52.7 (#5), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Vision | 1288 | — |
| Furniture Assembly | 80% | — |
Multilingual Not comparable
GPT-6.1 Sol: 54.3 (#46), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1438 | — |
| LMArena Chinese | 1477 | — |
| LMArena Russian | 1455 | — |
Instruction Following Not comparable
GPT-6.1 Sol: 77.0 (#29), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1468 | — |
Long Context Not comparable
GPT-6.1 Sol: 44.9 (#54), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1465 | — |
Writing & Preference Not comparable
GPT-6.1 Sol: 63.6 (#63), Nova 2.0 Pro Preview: —
| Benchmark | GPT-6.1 Sol | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1447 | — |
| LMArena Creative Writing | 1432 | — |
| LMArena Multi-Turn | 1449 | — |
Frequently asked questions
Is GPT-6.1 Sol better than Nova 2.0 Pro Preview?
GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 33.4 on the Noometry Index.
Is GPT-6.1 Sol or Nova 2.0 Pro Preview better for coding?
GPT-6.1 Sol scores higher on coding benchmarks: 63.2 versus 40.8 in the Noometry coding category.
How many benchmarks do GPT-6.1 Sol and Nova 2.0 Pro Preview share?
3 benchmarks have published results for both models. GPT-6.1 Sol has 34 scored results on Noometry and Nova 2.0 Pro Preview has 3.