Model comparison

Grok 4.6 vs o3-pro

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.9 on the Noometry Index.

Last verified . 6 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

o3-pro OpenAI

42.9

Rank #105 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Grok 4.6 scores higher in 4 categories and o3-pro in 1 category; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 23.8.
  • The biggest single-benchmark swing is ARC-AGI-2: 67.1% for Grok 4.6 and 4.9% for o3-pro.
  • Grok 4.6 is cheaper at $2 / $6 per million input/output tokens, against $20 / $80 for o3-pro.
  • Grok 4.6 accepts more context: 500K tokens versus 200K.

Side by side

Grok 4.6 and o3-pro specifications
Grok 4.6o3-pro
ProviderxAIOpenAI
Noometry Index56.942.9
Released2026-08-122025-06-10
WeightsProprietaryProprietary
Context window500K200K
Max output500K100K
Input $ / M tokens$2$20
Output $ / M tokens$6$80
Results tracked4912

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), o3-pro: 55.5 (#24)

Coding benchmarks
BenchmarkGrok 4.6o3-pro
WeirdML67.3%58.2%
DeepSWE67.5%—
FrontierCode48%—
Aider Polyglot—84.9%
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
SciCode56.5%—
LMArena Coding1465—
ALE-Bench1,508—

Agentic & Tool Use Not comparable

Grok 4.6: 39.4 (#27), o3-pro: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6o3-pro
APEX-Agents65.3%—
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), o3-pro: 23.8 (#171)

Reasoning benchmarks
BenchmarkGrok 4.6o3-pro
ARC-AGI-267.1%4.9%
ARC-AGI-187.5%59.3%
DTBench97.3%86.9%
LMCA48.5%38.5%
Epoch Capabilities Index156.44147.42
SimpleBench75.9%—
Kagi LLM Benchmark—72.1%
NYT Connections (extended)80%—
CritPt19.7%—
Chess Puzzles40%—
EBR-Bench30.5%—
LMArena Hard Prompts1447—
Mystery Game Puzzles34%—

Math Not comparable

Grok 4.6: 67.0 (#24), o3-pro: —

Math benchmarks
BenchmarkGrok 4.6o3-pro
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—
LMArena Math1423—

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), o3-pro: 29.5 (#238)

Knowledge benchmarks
BenchmarkGrok 4.6o3-pro
GPQA Diamond94%—
SimpleQA Verified49.3%—
Confabulations—14.2%
Vectara Hallucination Rate—23.3%
LMArena Expert1467—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), o3-pro: —

Multimodal benchmarks
BenchmarkGrok 4.6o3-pro
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Not comparable

Grok 4.6: 53.0 (#74), o3-pro: —

Multilingual benchmarks
BenchmarkGrok 4.6o3-pro
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), o3-pro: —

Instruction Following benchmarks
BenchmarkGrok 4.6o3-pro
LMArena Instruction Following1431—

Long Context o3-pro leads

Grok 4.6: 44.5 (#66), o3-pro: 72.2 (#1)

Long Context benchmarks
BenchmarkGrok 4.6o3-pro
Fiction.LiveBench—97.2%
LMArena Longer Query1454—

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), o3-pro: 57.1 (#133)

Writing & Preference benchmarks
BenchmarkGrok 4.6o3-pro
LMArena Text1428—
LMArena Creative Writing1428—
Short-Story Creative Writing—84.4%
LMArena Multi-Turn1425—

Frequently asked questions

Is Grok 4.6 better than o3-pro?

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.9 on the Noometry Index.

Which is cheaper, Grok 4.6 or o3-pro?

Grok 4.6 is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; o3-pro lists at $20 and $80.

Is Grok 4.6 or o3-pro better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 55.5 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 200K.

How many benchmarks do Grok 4.6 and o3-pro share?

6 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and o3-pro has 12.

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