Model comparison
Amazon Nova Experimental Chat 10 20 vs Grok 4.6
Grok 4.6 is the stronger model overall, scoring 56.8 to 41.5 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 10 20 scores higher in 0 categories and Grok 4.6 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Grok 4.6 leads 61.3 to 27.3.
Side by side
| Amazon Nova Experimental Chat 10 20 | Grok 4.6 | |
|---|---|---|
| Provider | Amazon | xAI |
| Noometry Index | 41.5 | 56.8 |
| Released | — | 2026-08-12 |
| Weights | Proprietary | Proprietary |
| Context window | — | 500K |
| Max output | — | 500K |
| Input $ / M tokens | — | $2 |
| Output $ / M tokens | — | $6 |
| Results tracked | 17 | 49 |
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Category by category
Coding Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 41.0 (#123), Grok 4.6: 58.0 (#14)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Coding | 1413 | 1464 |
| DeepSWE | — | 67.5% |
| FrontierCode | — | 48% |
| CursorBench | — | 41.4% |
| LMArena WebDev | — | 1620 |
| FrontierSWE | — | 25.3% |
| SciCode | — | 56.5% |
| WeirdML | — | 67.3% |
| ALE-Bench | — | 1,508 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 10 20: —, Grok 4.6: 39.4 (#25)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| APEX-Agents | — | 65.3% |
| GDP.pdf | — | 17.2% |
| Vending-Bench 2 | — | 9,047 |
Reasoning Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 27.3 (#110), Grok 4.6: 61.3 (#18)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Hard Prompts | 1396 | 1445 |
| ARC-AGI-2 | — | 67.1% |
| SimpleBench | — | 75.9% |
| NYT Connections (extended) | — | 80% |
| ARC-AGI-1 | — | 87.5% |
| CritPt | — | 19.7% |
| Chess Puzzles | — | 40% |
| EBR-Bench | — | 30.5% |
| Mystery Game Puzzles | — | 34% |
| DTBench | — | 97.3% |
| LMCA | — | 48.5% |
| Epoch Capabilities Index | — | 156.48 |
Math Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 36.2 (#121), Grok 4.6: 66.8 (#19)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Math | 1425 | 1416 |
| FrontierMath (Tiers 1-3) | — | 66% |
| FrontierMath Tier 4 | — | 31.7% |
| OTIS Mock AIME 2024-2025 | — | 99.2% |
| ProofBench | — | 51% |
Knowledge Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 37.8 (#142), Grok 4.6: 63.3 (#18)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Expert | 1385 | 1463 |
| GPQA Diamond | — | 94% |
| SimpleQA Verified | — | 49.3% |
Multimodal Not comparable
Amazon Nova Experimental Chat 10 20: —, Grok 4.6: 43.9 (#18)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Vision | — | 1265 |
| Blueprint-Bench 2 | — | 33.2% |
| Furniture Assembly | — | 40% |
| LMArena Document | — | 1452 |
Multilingual Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 49.7 (#127), Grok 4.6: 53.3 (#67)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Non-English | 1372 | 1422 |
| LMArena Chinese | 1405 | 1479 |
| LMArena French | 1426 | 1458 |
| LMArena German | 1391 | 1425 |
| LMArena Japanese | 1355 | 1383 |
| LMArena Korean | 1327 | 1395 |
| LMArena Russian | 1371 | 1427 |
| LMArena Spanish | 1381 | 1408 |
Instruction Following Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 72.3 (#136), Grok 4.6: 75.6 (#59)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Instruction Following | 1365 | 1431 |
Long Context Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 41.7 (#128), Grok 4.6: 44.4 (#62)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Longer Query | 1370 | 1453 |
Writing & Preference Grok 4.6 leads
Amazon Nova Experimental Chat 10 20: 56.9 (#131), Grok 4.6: 62.5 (#77)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Grok 4.6 |
|---|---|---|
| LMArena Text | 1394 | 1427 |
| LMArena Creative Writing | 1318 | 1430 |
| LMArena Multi-Turn | 1364 | 1422 |
Frequently asked questions
Is Amazon Nova Experimental Chat 10 20 better than Grok 4.6?
Grok 4.6 is the stronger model overall, scoring 56.8 to 41.5 on the Noometry Index.
Is Amazon Nova Experimental Chat 10 20 or Grok 4.6 better for coding?
Grok 4.6 scores higher on coding benchmarks: 58.0 versus 41.0 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 10 20 and Grok 4.6 share?
17 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 20 has 17 scored results on Noometry and Grok 4.6 has 49.