Model comparison
Amazon Nova Experimental Chat 11 10 vs GPT-6 Sol
GPT-6 Sol is the stronger model overall, scoring 61.8 to 43.0 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 11 10 scores higher in 1 category and GPT-6 Sol in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-6 Sol leads 87.2 to 39.1.
Side by side
| Amazon Nova Experimental Chat 11 10 | GPT-6 Sol | |
|---|---|---|
| Provider | Amazon | OpenAI |
| Noometry Index | 43.0 | 61.8 |
| Released | — | 2026-09-22 |
| Weights | Proprietary | Proprietary |
| Context window | — | 1.05M |
| Max output | — | 128K |
| Input $ / M tokens | — | $2 |
| Output $ / M tokens | — | $10 |
| Results tracked | 17 | 45 |
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Category by category
Coding GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 42.3 (#107), GPT-6 Sol: 60.1 (#11)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Coding | 1433 | 1447 |
| DeepSWE | — | 68.8% |
| FrontierCode | — | 49.3% |
| LMArena WebDev | — | 1688 |
| SciCode | — | 57.6% |
| ALE-Bench | — | 2,462 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 11 10: —, GPT-6 Sol: 37.2 (#36)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| APEX-Agents | — | 54.3% |
| GDP.pdf | — | 26.4% |
| Vending-Bench 2 | — | 14,428 |
Reasoning GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 29.1 (#95), GPT-6 Sol: 74.0 (#9)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Hard Prompts | 1422 | 1418 |
| ARC-AGI-2 | — | 89.6% |
| NYT Connections (extended) | — | 90.1% |
| ARC-AGI-1 | — | 95.5% |
| CritPt | — | 30.9% |
| EBR-Bench | — | 53.3% |
| Mystery Game Puzzles | — | 56% |
| DTBench | — | 97.3% |
| LMCA | — | 59.1% |
| Epoch Capabilities Index | — | 162.72 |
Math GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 39.1 (#114), GPT-6 Sol: 87.2 (#7)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Math | 1431 | 1402 |
| FrontierMath (Tiers 1-3) | — | 89.8% |
| FrontierMath Tier 4 | — | 90% |
| OTIS Mock AIME 2024-2025 | — | 100% |
| ProofBench | — | 83% |
Knowledge GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 39.9 (#127), GPT-6 Sol: 64.8 (#15)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Expert | 1431 | 1439 |
| GPQA Diamond | — | 94.3% |
| SimpleQA Verified | — | 60.7% |
| Vectara Hallucination Rate | — | 6.5% |
Multimodal Not comparable
Amazon Nova Experimental Chat 11 10: —, GPT-6 Sol: 47.6 (#10)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Vision | — | 1245 |
| Blueprint-Bench 2 | — | 36.9% |
| Furniture Assembly | — | 58.3% |
Multilingual Amazon Nova Experimental Chat 11 10 leads
Amazon Nova Experimental Chat 11 10: 51.9 (#98), GPT-6 Sol: 50.5 (#118)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Non-English | 1405 | 1385 |
| LMArena Chinese | 1463 | 1405 |
| LMArena French | 1449 | 1410 |
| LMArena German | 1395 | 1390 |
| LMArena Japanese | 1383 | 1385 |
| LMArena Korean | 1384 | 1341 |
| LMArena Russian | 1394 | 1401 |
| LMArena Spanish | 1444 | 1384 |
Instruction Following GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 73.2 (#122), GPT-6 Sol: 74.5 (#94)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Instruction Following | 1387 | 1412 |
Long Context Too close to call
Amazon Nova Experimental Chat 11 10: 42.5 (#121), GPT-6 Sol: 43.1 (#108)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Longer Query | 1395 | 1411 |
Writing & Preference GPT-6 Sol leads
Amazon Nova Experimental Chat 11 10: 58.8 (#114), GPT-6 Sol: 71.9 (#18)
| Benchmark | Amazon Nova Experimental Chat 11 10 | GPT-6 Sol |
|---|---|---|
| LMArena Text | 1415 | 1395 |
| LMArena Creative Writing | 1349 | 1378 |
| LMArena Multi-Turn | 1380 | 1412 |
| EQ-Bench Creative Writing | — | 2125 |
Frequently asked questions
Is Amazon Nova Experimental Chat 11 10 better than GPT-6 Sol?
GPT-6 Sol is the stronger model overall, scoring 61.8 to 43.0 on the Noometry Index.
Is Amazon Nova Experimental Chat 11 10 or GPT-6 Sol better for coding?
GPT-6 Sol scores higher on coding benchmarks: 60.1 versus 42.3 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 11 10 and GPT-6 Sol share?
17 benchmarks have published results for both models. Amazon Nova Experimental Chat 11 10 has 17 scored results on Noometry and GPT-6 Sol has 45.