Model comparison

Grok 4.20 (Non-Reasoning) vs Nova Premier 1.0

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 38.3 on the Noometry Index.

Last verified . 1 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Nova Premier 1.0 Amazon

38.3

Rank #189 Confirmed

Summary

  • They share 1 benchmark with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 5 categories and Nova Premier 1.0 in 0 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 23.0.
  • The biggest single-benchmark swing is Kagi LLM Benchmark: 75% for Grok 4.20 (Non-Reasoning) and 44.8% for Nova Premier 1.0.
  • Grok 4.20 (Non-Reasoning) is cheaper at $1.25 / $2.50 per million input/output tokens, against $2.50 / $12.50 for Nova Premier 1.0.

Side by side

Grok 4.20 (Non-Reasoning) and Nova Premier 1.0 specifications
Grok 4.20 (Non-Reasoning)Nova Premier 1.0
ProviderxAIAmazon
Noometry Index48.638.3
Released2026-02-172025-04-30
WeightsProprietaryProprietary
Context window1M1M
Max output30K10K
Input $ / M tokens$1.25$2.50
Output $ / M tokens$2.50$12.50
Results tracked466

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Category by category

Coding Not comparable

Grok 4.20 (Non-Reasoning): 42.1 (#112), Nova Premier 1.0: —

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
LMArena WebDev1375—
WeirdML52.3%—
LMArena Coding1459—
ALE-Bench1,150—

Agentic & Tool Use Not comparable

Grok 4.20 (Non-Reasoning): 34.4 (#46), Nova Premier 1.0: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
Terminal-Bench57.3%—
τ²-bench Banking18%—
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.3 (#32), Nova Premier 1.0: 23.0 (#185)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
Kagi LLM Benchmark75%44.8%
ARC-AGI-265.1%—
NYT Connections (extended)85.4%—
ARC-AGI-189.5%—
Chess Puzzles24%—
Thematic Generalization63.8%—
LMArena Hard Prompts1451—
DTBench90.1%—
LMCA38.7%—
Epoch Capabilities Index151.98—
ForecastBench61.4—

Math Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 48.2 (#65), Nova Premier 1.0: 33.8 (#199)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202592.2%—
ProofBench14%—
Omni-MATH—35%
LMArena Math1455—

Knowledge Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), Nova Premier 1.0: 35.8 (#180)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
GPQA Diamond89.3%—
SimpleQA Verified30.2%—
MMLU-Pro—72.6%
GPQA (HELM)—51.8%
LMArena Expert1439—

Multimodal Not comparable

Grok 4.20 (Non-Reasoning): 33.3 (#98), Nova Premier 1.0: —

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
LMArena Vision1263—
Blueprint-Bench 20%—
LMArena Document1416—

Multilingual Not comparable

Grok 4.20 (Non-Reasoning): 54.5 (#40), Nova Premier 1.0: —

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
LMArena Non-English1441—
LMArena Chinese1481—
LMArena French1476—
LMArena German1465—
LMArena Japanese1449—
LMArena Korean1417—
LMArena Russian1458—
LMArena Spanish1443—

Instruction Following Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 74.8 (#83), Nova Premier 1.0: 66.8 (#204)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
IFEval—80.3%
LMArena Instruction Following1420—

Long Context Not comparable

Grok 4.20 (Non-Reasoning): 45.5 (#34), Nova Premier 1.0: —

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
CL-bench22.2%—
CL-bench Life11.9%—
LMArena Longer Query1437—

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 65.7 (#44), Nova Premier 1.0: 51.0 (#178)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova Premier 1.0
LMArena Text1451—
LMArena Creative Writing1438—
EQ-Bench Creative Writing1574—
WildBench—78.8%
LMArena Multi-Turn1456—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Nova Premier 1.0?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 38.3 on the Noometry Index.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Nova Premier 1.0?

Grok 4.20 (Non-Reasoning) is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Nova Premier 1.0 lists at $2.50 and $12.50.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Nova Premier 1.0 share?

1 benchmark has published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Nova Premier 1.0 has 6.

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