Model comparison

Grok 4.6 vs Sonar

Grok 4.6 is the stronger model overall, scoring 56.9 to 38.5 on the Noometry Index. Sonar costs 3.0× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Sonar Perplexity

38.5

Rank #187 Confirmed

Summary

  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 21.1.
  • Sonar is cheaper at $1 / $1 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Grok 4.6 accepts more context: 500K tokens versus 128K.

Side by side

Grok 4.6 and Sonar specifications
Grok 4.6Sonar
ProviderxAIPerplexity
Noometry Index56.938.5
Released2026-08-122024-01-01
WeightsProprietaryProprietary
Context window500K128K
Max output500K4K
Input $ / M tokens$2$1
Output $ / M tokens$6$1
Results tracked497

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Sonar: 35.7 (#221)

Coding benchmarks
BenchmarkGrok 4.6Sonar
DeepSWE67.5%—
FrontierCode48%—
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
SciCode56.5%—
WeirdML67.3%—
LiveBench Coding—35.1%
LMArena Coding1465—
ALE-Bench1,508—

Agentic & Tool Use Not comparable

Grok 4.6: 39.4 (#27), Sonar: —

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

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Sonar: 21.1 (#227)

Reasoning benchmarks
BenchmarkGrok 4.6Sonar
ARC-AGI-267.1%—
SimpleBench75.9%—
NYT Connections (extended)80%—
ARC-AGI-187.5%—
CritPt19.7%—
Chess Puzzles40%—
EBR-Bench30.5%—
LiveBench Reasoning—46.3%
LMArena Hard Prompts1447—
Mystery Game Puzzles34%—
DTBench97.3%—
LiveBench Data Analysis—37.9%
LMCA48.5%—
Epoch Capabilities Index156.44—
LiveBench—46.9%

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), Sonar: 33.7 (#200)

Math benchmarks
BenchmarkGrok 4.6Sonar
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—
LiveBench Math—41.6%
LMArena Math1423—

Knowledge Not comparable

Grok 4.6: 63.3 (#20), Sonar: —

Knowledge benchmarks
BenchmarkGrok 4.6Sonar
GPQA Diamond94%—
SimpleQA Verified49.3%—
LMArena Expert1467—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Sonar: —

Multimodal benchmarks
BenchmarkGrok 4.6Sonar
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Not comparable

Grok 4.6: 53.0 (#74), Sonar: —

Multilingual benchmarks
BenchmarkGrok 4.6Sonar
LMArena Non-English1420—
LMArena Chinese1480—
LMArena French1461—
LMArena German1431—
LMArena Japanese1376—
LMArena Korean1397—
LMArena Russian1422—
LMArena Spanish1404—

Instruction Following Grok 4.6 leads

Grok 4.6: 75.4 (#63), Sonar: 71.4 (#150)

Instruction Following benchmarks
BenchmarkGrok 4.6Sonar
LiveBench Instruction Following—76.2%
LMArena Instruction Following1431—

Long Context Not comparable

Grok 4.6: 44.5 (#66), Sonar: —

Long Context benchmarks
BenchmarkGrok 4.6Sonar
LMArena Longer Query1454—

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), Sonar: 52.6 (#167)

Writing & Preference benchmarks
BenchmarkGrok 4.6Sonar
LMArena Text1428—
LMArena Creative Writing1428—
LMArena Multi-Turn1425—
LiveBench Language—44.1%

Frequently asked questions

Is Grok 4.6 better than Sonar?

Grok 4.6 is the stronger model overall, scoring 56.9 to 38.5 on the Noometry Index. Sonar costs 3.0× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Which is cheaper, Grok 4.6 or Sonar?

Sonar is cheaper. It lists at $1 per million input tokens and $1 per million output tokens; Grok 4.6 lists at $2 and $6.

Is Grok 4.6 or Sonar better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 35.7 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 128K.

How many benchmarks do Grok 4.6 and Sonar share?

0 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Sonar has 7.

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