Model comparison

Amazon Nova Experimental Chat 26 01 10 vs Grok 4.6

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.8 on the Noometry Index.

Last verified . 13 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Summary

  • They share 13 benchmarks with published results for both. Amazon Nova Experimental Chat 26 01 10 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 61.4 to 28.9.

Side by side

Amazon Nova Experimental Chat 26 01 10 and Grok 4.6 specifications
Amazon Nova Experimental Chat 26 01 10Grok 4.6
ProviderAmazonxAI
Noometry Index42.856.9
Released—2026-08-12
WeightsProprietaryProprietary
Context window—500K
Max output—500K
Input $ / M tokens—$2
Output $ / M tokens—$6
Results tracked1349

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Category by category

Coding Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 42.7 (#96), Grok 4.6: 58.5 (#16)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Coding14471465
DeepSWE—67.5%
FrontierCode—48%
CursorBench—41.4%
LMArena WebDev—1617
FrontierSWE—25.3%
SciCode—56.5%
WeirdML—67.3%
ALE-Bench—1,508

Agentic & Tool Use Not comparable

Amazon Nova Experimental Chat 26 01 10: —, Grok 4.6: 39.4 (#27)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
APEX-Agents—65.3%
GDP.pdf—17.2%
Vending-Bench 2—9,047

Reasoning Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 28.9 (#98), Grok 4.6: 61.4 (#20)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Hard Prompts14151447
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—156.44

Math Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 38.5 (#136), Grok 4.6: 67.0 (#24)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Math14041423
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 26 01 10: 40.3 (#120), Grok 4.6: 63.3 (#20)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Expert14441467
GPQA Diamond—94%
SimpleQA Verified—49.3%

Multimodal Not comparable

Amazon Nova Experimental Chat 26 01 10: —, Grok 4.6: 43.6 (#23)

Multimodal benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Vision—1263
Blueprint-Bench 2—33.2%
Furniture Assembly—40%
LMArena Document—1452

Multilingual Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 50.2 (#126), Grok 4.6: 53.0 (#74)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Non-English13811420
LMArena Chinese13721480
LMArena Russian13911422
LMArena Spanish13901404
LMArena French—1461
LMArena German—1431
LMArena Japanese—1376
LMArena Korean—1397

Instruction Following Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 72.9 (#126), Grok 4.6: 75.4 (#63)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Instruction Following13811431

Long Context Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 42.7 (#119), Grok 4.6: 44.5 (#66)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Longer Query14001454

Writing & Preference Grok 4.6 leads

Amazon Nova Experimental Chat 26 01 10: 57.4 (#129), Grok 4.6: 62.3 (#80)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.6
LMArena Text13961428
LMArena Creative Writing13311428
LMArena Multi-Turn13801425

Frequently asked questions

Is Amazon Nova Experimental Chat 26 01 10 better than Grok 4.6?

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.8 on the Noometry Index.

Is Amazon Nova Experimental Chat 26 01 10 or Grok 4.6 better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 42.7 in the Noometry coding category.

How many benchmarks do Amazon Nova Experimental Chat 26 01 10 and Grok 4.6 share?

13 benchmarks have published results for both models. Amazon Nova Experimental Chat 26 01 10 has 13 scored results on Noometry and Grok 4.6 has 49.

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