Model comparison

Grok 4 Fast vs Nova 2 Lite

Grok 4 Fast and Nova 2 Lite score almost the same on the Noometry Index (39.4 vs 39.7), so choose on price, context window or the category you care about most.

Last verified . 18 shared benchmarks.

Grok 4 Fast xAI

39.4

Rank #167 Confirmed

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Grok 4 Fast scores higher in 6 categories and Nova 2 Lite in 3 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in long context, where Grok 4 Fast leads 63.2 to 40.6.
  • The biggest single-benchmark swing is Vectara Hallucination Rate: 19.7% for Grok 4 Fast and 5.1% for Nova 2 Lite.

Side by side

Grok 4 Fast and Nova 2 Lite specifications
Grok 4 FastNova 2 Lite
ProviderxAIAmazon
Noometry Index39.439.7
Released2025-09-192025-12-01
WeightsProprietaryProprietary
Context window—1M
Max output—64K
Input $ / M tokens—$0.30
Output $ / M tokens—$2.50
Results tracked3019

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Category by category

Coding Nova 2 Lite leads

Grok 4 Fast: 32.5 (#271), Nova 2 Lite: 40.7 (#134)

Coding benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Coding14291385
LMArena WebDev1159—
WeirdML42.9%—

Agentic & Tool Use Grok 4 Fast leads

Grok 4 Fast: 29.5 (#86), Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
BenchmarkGrok 4 FastNova 2 Lite
Berkeley Function Calling Leaderboard—27.1%
τ²-bench Banking15.7%—
Cybench30%—
LMArena Search1171—

Reasoning Nova 2 Lite leads

Grok 4 Fast: 22.2 (#201), Nova 2 Lite: 27.5 (#118)

Reasoning benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Hard Prompts14121364
ARC-AGI-25.3%—
Kagi LLM Benchmark66.1%—
ARC-AGI-148.5%—
DTBench82.7%—
Epoch Capabilities Index144.2—
ForecastBench60.5—

Math Grok 4 Fast leads

Grok 4 Fast: 38.9 (#123), Nova 2 Lite: 37.5 (#156)

Math benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Math14191359

Knowledge Nova 2 Lite leads

Grok 4 Fast: 32.0 (#214), Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
BenchmarkGrok 4 FastNova 2 Lite
Vectara Hallucination Rate19.7%5.1%
LMArena Expert14111358

Multilingual Grok 4 Fast leads

Grok 4 Fast: 51.3 (#111), Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Non-English13961337
LMArena Chinese14571364
LMArena French14311381
LMArena German13831343
LMArena Japanese13521271
LMArena Korean13571284
LMArena Russian13891343
LMArena Spanish14151373

Instruction Following Grok 4 Fast leads

Grok 4 Fast: 73.2 (#121), Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Instruction Following13871335

Long Context Grok 4 Fast leads

Grok 4 Fast: 63.2 (#3), Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Longer Query14151335
Fiction.LiveBench94.4%—

Writing & Preference Grok 4 Fast leads

Grok 4 Fast: 60.0 (#102), Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
BenchmarkGrok 4 FastNova 2 Lite
LMArena Text14071362
LMArena Creative Writing13871291
LMArena Multi-Turn14141338

Frequently asked questions

Is Grok 4 Fast better than Nova 2 Lite?

Grok 4 Fast and Nova 2 Lite score almost the same on the Noometry Index (39.4 vs 39.7), so choose on price, context window or the category you care about most.

Is Grok 4 Fast or Nova 2 Lite better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.7 versus 32.5 in the Noometry coding category.

How many benchmarks do Grok 4 Fast and Nova 2 Lite share?

18 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Nova 2 Lite has 19.

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