Model comparison

Amazon Nova Experimental Chat 10 09 vs Grok 4.20 (Non-Reasoning)

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 41.9 on the Noometry Index.

Last verified . 9 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Summary

  • They share 9 benchmarks with published results for both. Amazon Nova Experimental Chat 10 09 scores higher in 0 categories and Grok 4.20 (Non-Reasoning) in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 27.3.

Side by side

Amazon Nova Experimental Chat 10 09 and Grok 4.20 (Non-Reasoning) specifications
Amazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
ProviderAmazonxAI
Noometry Index41.948.6
Released—2026-02-17
WeightsProprietaryProprietary
Context window—1M
Max output—30K
Input $ / M tokens—$1.25
Output $ / M tokens—$2.50
Results tracked946

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 10 09: 40.2 (#145), Grok 4.20 (Non-Reasoning): 42.1 (#112)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Coding13701459
LMArena WebDev—1375
WeirdML—52.3%
ALE-Bench—1,150

Agentic & Tool Use Not comparable

Amazon Nova Experimental Chat 10 09: —, Grok 4.20 (Non-Reasoning): 34.4 (#46)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 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 10 09: 27.3 (#120), Grok 4.20 (Non-Reasoning): 52.3 (#32)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Hard Prompts13561451
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 Not comparable

Amazon Nova Experimental Chat 10 09: —, Grok 4.20 (Non-Reasoning): 48.2 (#65)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
FrontierMath (Tiers 1-3)—44.9%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—92.2%
ProofBench—14%
LMArena Math—1455

Knowledge Not comparable

Amazon Nova Experimental Chat 10 09: —, Grok 4.20 (Non-Reasoning): 52.8 (#60)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
GPQA Diamond—89.3%
SimpleQA Verified—30.2%
LMArena Expert—1439

Multimodal Not comparable

Amazon Nova Experimental Chat 10 09: —, Grok 4.20 (Non-Reasoning): 33.3 (#98)

Multimodal benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 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 10 09: 47.3 (#150), Grok 4.20 (Non-Reasoning): 54.5 (#40)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Non-English13401441
LMArena Chinese13411481
LMArena French—1476
LMArena German—1465
LMArena Japanese—1449
LMArena Korean—1417
LMArena Russian—1458
LMArena Spanish—1443

Instruction Following Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 10 09: 69.4 (#172), Grok 4.20 (Non-Reasoning): 74.8 (#83)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Instruction Following13151420

Long Context Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 10 09: 40.5 (#152), Grok 4.20 (Non-Reasoning): 45.5 (#34)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Longer Query13331437
CL-bench—22.2%
CL-bench Life—11.9%

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Amazon Nova Experimental Chat 10 09: 54.7 (#149), Grok 4.20 (Non-Reasoning): 65.7 (#44)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Grok 4.20 (Non-Reasoning)
LMArena Text13641451
LMArena Creative Writing13071438
LMArena Multi-Turn13551456
EQ-Bench Creative Writing—1574

Frequently asked questions

Is Amazon Nova Experimental Chat 10 09 better than Grok 4.20 (Non-Reasoning)?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 41.9 on the Noometry Index.

Is Amazon Nova Experimental Chat 10 09 or Grok 4.20 (Non-Reasoning) better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 40.2 in the Noometry coding category.

How many benchmarks do Amazon Nova Experimental Chat 10 09 and Grok 4.20 (Non-Reasoning) share?

9 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 09 has 9 scored results on Noometry and Grok 4.20 (Non-Reasoning) has 46.

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