Model comparison

Grok 4.20 (Non-Reasoning) vs Nova 2 Lite

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 39.7 on the Noometry Index. Nova 2 Lite costs 1.8× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

Last verified . 17 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 9 categories and Nova 2 Lite in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.20 (Non-Reasoning) leads 52.3 to 27.5.
  • Nova 2 Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 (Non-Reasoning).

Side by side

Grok 4.20 (Non-Reasoning) and Nova 2 Lite specifications
Grok 4.20 (Non-Reasoning)Nova 2 Lite
ProviderxAIAmazon
Noometry Index48.639.7
Released2026-02-172025-12-01
WeightsProprietaryProprietary
Context window1M1M
Max output30K64K
Input $ / M tokens$1.25$0.30
Output $ / M tokens$2.50$2.50
Results tracked4619

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 42.1 (#112), Nova 2 Lite: 40.7 (#134)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Coding14591385
LMArena WebDev1375—
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 34.4 (#46), Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
Terminal-Bench57.3%—
Berkeley Function Calling Leaderboard—27.1%
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 2 Lite: 27.5 (#118)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Hard Prompts14511364
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
NYT Connections (extended)85.4%—
ARC-AGI-189.5%—
Chess Puzzles24%—
Thematic Generalization63.8%—
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 2 Lite: 37.5 (#156)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Math14551359
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202592.2%—
ProofBench14%—

Knowledge Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Expert14391358
GPQA Diamond89.3%—
SimpleQA Verified30.2%—
Vectara Hallucination Rate—5.1%

Multimodal Not comparable

Grok 4.20 (Non-Reasoning): 33.3 (#98), Nova 2 Lite: —

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Vision1263—
Blueprint-Bench 20%—
LMArena Document1416—

Multilingual Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 54.5 (#40), Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Non-English14411337
LMArena Chinese14811364
LMArena French14761381
LMArena German14651343
LMArena Japanese14491271
LMArena Korean14171284
LMArena Russian14581343
LMArena Spanish14431373

Instruction Following Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 74.8 (#83), Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Instruction Following14201335

Long Context Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 45.5 (#34), Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Longer Query14371335
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 65.7 (#44), Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Nova 2 Lite
LMArena Text14511362
LMArena Creative Writing14381291
LMArena Multi-Turn14561338
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Nova 2 Lite?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 39.7 on the Noometry Index. Nova 2 Lite costs 1.8× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Nova 2 Lite?

Nova 2 Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; Grok 4.20 (Non-Reasoning) lists at $1.25 and $2.50.

Is Grok 4.20 (Non-Reasoning) or Nova 2 Lite better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 40.7 in the Noometry coding category.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Nova 2 Lite share?

17 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Nova 2 Lite has 19.

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