Model comparison

Amazon Nova Experimental Chat 26 01 10 vs Grok 4.20 (Non-Reasoning)

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 42.8 on the Noometry Index.

Last verified . 13 shared benchmarks.

Summary

  • They share 13 benchmarks with published results for both. Amazon Nova Experimental Chat 26 01 10 scores higher in 1 category and Grok 4.20 (Non-Reasoning) in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 28.9.

Side by side

Amazon Nova Experimental Chat 26 01 10 and Grok 4.20 (Non-Reasoning) specifications
Amazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
ProviderAmazonxAI
Noometry Index42.848.6
Released—2026-02-17
WeightsProprietaryProprietary
Context window—1M
Max output—30K
Input $ / M tokens—$1.25
Output $ / M tokens—$2.50
Results tracked1346

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Category by category

Coding Too close to call

Amazon Nova Experimental Chat 26 01 10: 42.7 (#96), Grok 4.20 (Non-Reasoning): 42.1 (#112)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Coding14471459
LMArena WebDev—1375
WeirdML—52.3%
ALE-Bench—1,150

Agentic & Tool Use Not comparable

Amazon Nova Experimental Chat 26 01 10: —, Grok 4.20 (Non-Reasoning): 34.4 (#46)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
Terminal-Bench—57.3%
τ²-bench Banking—18%
LMArena Search—1189
Vending-Bench 2—4,663

Reasoning Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 28.9 (#98), Grok 4.20 (Non-Reasoning): 52.3 (#32)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Hard Prompts14151451
ARC-AGI-2—65.1%
Kagi LLM Benchmark—75%
NYT Connections (extended)—85.4%
ARC-AGI-1—89.5%
Chess Puzzles—24%
Thematic Generalization—63.8%
DTBench—90.1%
LMCA—38.7%
Epoch Capabilities Index—151.98
ForecastBench—61.4

Math Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 38.5 (#136), Grok 4.20 (Non-Reasoning): 48.2 (#65)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Math14041455
FrontierMath (Tiers 1-3)—44.9%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—92.2%
ProofBench—14%

Knowledge Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 40.3 (#120), Grok 4.20 (Non-Reasoning): 52.8 (#60)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Expert14441439
GPQA Diamond—89.3%
SimpleQA Verified—30.2%

Multimodal Not comparable

Amazon Nova Experimental Chat 26 01 10: —, Grok 4.20 (Non-Reasoning): 33.3 (#98)

Multimodal benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Vision—1263
Blueprint-Bench 2—0%
LMArena Document—1416

Multilingual Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 50.2 (#126), Grok 4.20 (Non-Reasoning): 54.5 (#40)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Non-English13811441
LMArena Chinese13721481
LMArena Russian13911458
LMArena Spanish13901443
LMArena French—1476
LMArena German—1465
LMArena Japanese—1449
LMArena Korean—1417

Instruction Following Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 72.9 (#126), Grok 4.20 (Non-Reasoning): 74.8 (#83)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Instruction Following13811420

Long Context Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 42.7 (#119), Grok 4.20 (Non-Reasoning): 45.5 (#34)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Longer Query14001437
CL-bench—22.2%
CL-bench Life—11.9%

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 26 01 10: 57.4 (#129), Grok 4.20 (Non-Reasoning): 65.7 (#44)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 26 01 10Grok 4.20 (Non-Reasoning)
LMArena Text13961451
LMArena Creative Writing13311438
LMArena Multi-Turn13801456
EQ-Bench Creative Writing—1574

Frequently asked questions

Is Amazon Nova Experimental Chat 26 01 10 better than Grok 4.20 (Non-Reasoning)?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 42.8 on the Noometry Index.

Is Amazon Nova Experimental Chat 26 01 10 or Grok 4.20 (Non-Reasoning) better for coding?

They score almost the same on coding (42.7 vs 42.1); test both on your own repository before choosing.

How many benchmarks do Amazon Nova Experimental Chat 26 01 10 and Grok 4.20 (Non-Reasoning) share?

13 benchmarks have published results for both models. Amazon Nova Experimental Chat 26 01 10 has 13 scored results on Noometry and Grok 4.20 (Non-Reasoning) has 46.

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