Model comparison

Grok 4.6 vs Nova 2.0 Pro Preview

Grok 4.6 is the stronger model overall, scoring 56.9 to 33.4 on the Noometry Index.

Last verified . 3 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Nova 2.0 Pro Preview Amazon

33.4

Rank #244 Reported

Summary

  • They share 3 benchmarks with published results for both. Grok 4.6 scores higher in 3 categories and Nova 2.0 Pro Preview in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 22.4.
  • The biggest single-benchmark swing is CritPt: 19.7% for Grok 4.6 and 0% for Nova 2.0 Pro Preview.

Side by side

Grok 4.6 and Nova 2.0 Pro Preview specifications
Grok 4.6Nova 2.0 Pro Preview
ProviderxAIAmazon
Noometry Index56.933.4
Released2026-08-122025-12-02
WeightsProprietaryProprietary
Context window500K—
Max output500K—
Input $ / M tokens$2—
Output $ / M tokens$6—
Results tracked493

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Nova 2.0 Pro Preview: 40.8 (#133)

Coding benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
SciCode56.5%42.7%
DeepSWE67.5%—
FrontierCode48%—
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
WeirdML67.3%—
LMArena Coding1465—
ALE-Bench1,508—

Agentic & Tool Use Grok 4.6 leads

Grok 4.6: 39.4 (#27), Nova 2.0 Pro Preview: 21.9 (#136)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
GDP.pdf17.2%2%
APEX-Agents65.3%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Nova 2.0 Pro Preview: 22.4 (#194)

Reasoning benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
CritPt19.7%0%
ARC-AGI-267.1%—
SimpleBench75.9%—
NYT Connections (extended)80%—
ARC-AGI-187.5%—
Chess Puzzles40%—
EBR-Bench30.5%—
LMArena Hard Prompts1447—
Mystery Game Puzzles34%—
DTBench97.3%—
LMCA48.5%—
Epoch Capabilities Index156.44—

Math Not comparable

Grok 4.6: 67.0 (#24), Nova 2.0 Pro Preview: —

Math benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—
LMArena Math1423—

Knowledge Not comparable

Grok 4.6: 63.3 (#20), Nova 2.0 Pro Preview: —

Knowledge benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
GPQA Diamond94%—
SimpleQA Verified49.3%—
LMArena Expert1467—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Nova 2.0 Pro Preview: —

Multimodal benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Not comparable

Grok 4.6: 53.0 (#74), Nova 2.0 Pro Preview: —

Multilingual benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
LMArena Non-English1420—
LMArena Chinese1480—
LMArena French1461—
LMArena German1431—
LMArena Japanese1376—
LMArena Korean1397—
LMArena Russian1422—
LMArena Spanish1404—

Instruction Following Not comparable

Grok 4.6: 75.4 (#63), Nova 2.0 Pro Preview: —

Instruction Following benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
LMArena Instruction Following1431—

Long Context Not comparable

Grok 4.6: 44.5 (#66), Nova 2.0 Pro Preview: —

Long Context benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
LMArena Longer Query1454—

Writing & Preference Not comparable

Grok 4.6: 62.3 (#80), Nova 2.0 Pro Preview: —

Writing & Preference benchmarks
BenchmarkGrok 4.6Nova 2.0 Pro Preview
LMArena Text1428—
LMArena Creative Writing1428—
LMArena Multi-Turn1425—

Frequently asked questions

Is Grok 4.6 better than Nova 2.0 Pro Preview?

Grok 4.6 is the stronger model overall, scoring 56.9 to 33.4 on the Noometry Index.

Is Grok 4.6 or Nova 2.0 Pro Preview better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 40.8 in the Noometry coding category.

How many benchmarks do Grok 4.6 and Nova 2.0 Pro Preview share?

3 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Nova 2.0 Pro Preview has 3.

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