Model comparison

Grok 4 vs Sonar

Grok 4 is the stronger model overall, scoring 48.1 to 38.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Grok 4 xAI

48.1

Rank #56 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • The widest gap is in reasoning, where Grok 4 leads 36.7 to 21.1.

Side by side

Grok 4 and Sonar specifications
Grok 4Sonar
ProviderxAIPerplexity
Noometry Index48.138.5
Released2025-07-092024-01-01
WeightsProprietaryProprietary
Context window—128K
Max output—4K
Input $ / M tokens—$1
Output $ / M tokens—$1
Results tracked487

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Category by category

Coding Grok 4 leads

Grok 4: 50.3 (#46), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkGrok 4Sonar
Aider Polyglot79.6%—
WeirdML45.7%—
LiveBench Coding—35.1%
LMArena Coding1408—

Agentic & Tool Use Not comparable

Grok 4: 32.3 (#68), Sonar: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4Sonar
Terminal-Bench27.2%—
Berkeley Function Calling Leaderboard63%—
GDPval21.1%—
Cybench43%—
DeepResearch Bench47.3%—
BALROG43.6%—
LMArena Search1142—
METR Time Horizons66.6%—

Reasoning Grok 4 leads

Grok 4: 36.7 (#65), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkGrok 4Sonar
ARC-AGI-216%—
SimpleBench60.5%—
Kagi LLM Benchmark73.6%—
ARC-AGI-166.7%—
Chess Puzzles28%—
LiveBench Reasoning—46.3%
LMArena Hard Prompts1409—
LiveBench Data Analysis—37.9%
Epoch Capabilities Index146.44—
ForecastBench60.9—
LiveBench—46.9%

Math Grok 4 leads

Grok 4: 48.4 (#64), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkGrok 4Sonar
OTIS Mock AIME 2024-202584%—
Omni-MATH60.3%—
LiveBench Math—41.6%
LMArena Math1422—
FrontierMath (Feb 2025 set)19.7%—
FrontierMath Tier 4 (v1)2.1%—

Knowledge Not comparable

Grok 4: 53.8 (#55), Sonar: —

Knowledge benchmarks
BenchmarkGrok 4Sonar
GPQA Diamond87%—
MMLU-Pro85.1%—
Confabulations12.4%—
GPQA (HELM)72.7%—
LMArena Expert1415—

Multimodal Not comparable

Grok 4: 33.7 (#94), Sonar: —

Multimodal benchmarks
BenchmarkGrok 4Sonar
LMArena Vision1210—
GeoBench45%—

Multilingual Not comparable

Grok 4: 51.8 (#103), Sonar: —

Multilingual benchmarks
BenchmarkGrok 4Sonar
LMArena Non-English1403—
LMArena Chinese1427—
LMArena French1418—
LMArena German1429—
LMArena Japanese1394—
LMArena Korean1377—
LMArena Russian1410—
LMArena Spanish1420—

Instruction Following Grok 4 leads

Grok 4: 79.2 (#5), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkGrok 4Sonar
LiveBench Instruction Following—76.2%
IFEval94.9%—
LMArena Instruction Following1387—

Long Context Not comparable

Grok 4: 63.1 (#4), Sonar: —

Long Context benchmarks
BenchmarkGrok 4Sonar
Fiction.LiveBench94.4%—
LMArena Longer Query1409—

Writing & Preference Grok 4 leads

Grok 4: 58.5 (#116), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkGrok 4Sonar
LMArena Text1411—
LMArena Creative Writing1397—
Short-Story Creative Writing76.9%—
WildBench79.7%—
LMArena Multi-Turn1416—
LiveBench Language—44.1%

Frequently asked questions

Is Grok 4 better than Sonar?

Grok 4 is the stronger model overall, scoring 48.1 to 38.5 on the Noometry Index.

Is Grok 4 or Sonar better for coding?

Grok 4 scores higher on coding benchmarks: 50.3 versus 35.7 in the Noometry coding category.

How many benchmarks do Grok 4 and Sonar share?

0 benchmarks have published results for both models. Grok 4 has 48 scored results on Noometry and Sonar has 7.

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