Model comparison

Grok 4.6 vs o1-mini

Grok 4.6 is the stronger model overall, scoring 56.9 to 34.0 on the Noometry Index.

Last verified . 24 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

o1-mini OpenAI

34.0

Rank #235 Confirmed

Summary

  • They share 24 benchmarks with published results for both. Grok 4.6 scores higher in 9 categories and o1-mini in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 8.8.
  • The biggest single-benchmark swing is ARC-AGI-1: 87.5% for Grok 4.6 and 14% for o1-mini.

Side by side

Grok 4.6 and o1-mini specifications
Grok 4.6o1-mini
ProviderxAIOpenAI
Noometry Index56.934.0
Released2026-08-122024-09-12
WeightsProprietaryProprietary
Context window500K—
Max output500K—
Input $ / M tokens$2—
Output $ / M tokens$6—
Results tracked4939

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), o1-mini: 35.5 (#224)

Coding benchmarks
BenchmarkGrok 4.6o1-mini
WeirdML67.3%36.3%
LMArena Coding14651362
DeepSWE67.5%—
FrontierCode48%—
Aider Polyglot—32.9%
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
SciCode56.5%—
LiveBench Coding—48%
ALE-Bench1,508—
HumanEval+—89%
MBPP+—78.8%

Agentic & Tool Use Grok 4.6 leads

Grok 4.6: 39.4 (#27), o1-mini: 24.6 (#118)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6o1-mini
APEX-Agents65.3%—
Cybench—10%
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), o1-mini: 8.8 (#346)

Reasoning benchmarks
BenchmarkGrok 4.6o1-mini
ARC-AGI-267.1%0.8%
SimpleBench75.9%18.1%
ARC-AGI-187.5%14%
LMArena Hard Prompts14471333
Epoch Capabilities Index156.44135.82
NYT Connections (extended)80%—
CritPt19.7%—
Chess Puzzles40%—
EBR-Bench30.5%—
LiveBench Reasoning—72.3%
Mystery Game Puzzles34%—
DTBench97.3%—
LiveBench Data Analysis—57.9%
LMCA48.5%—
LiveBench—57.8%

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), o1-mini: 35.4 (#186)

Math benchmarks
BenchmarkGrok 4.6o1-mini
OTIS Mock AIME 2024-202599.2%46.9%
LMArena Math14231358
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
ProofBench51%—
LiveBench Math—62%
MATH Level 5—89.2%
FrontierMath (Feb 2025 set)—1.7%

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), o1-mini: 34.9 (#192)

Knowledge benchmarks
BenchmarkGrok 4.6o1-mini
GPQA Diamond94%62.4%
LMArena Expert14671316
SimpleQA Verified49.3%—
Confabulations—18.6%

Multimodal Not comparable

Grok 4.6: 43.6 (#23), o1-mini: —

Multimodal benchmarks
BenchmarkGrok 4.6o1-mini
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Grok 4.6 leads

Grok 4.6: 53.0 (#74), o1-mini: 43.6 (#182)

Multilingual benchmarks
BenchmarkGrok 4.6o1-mini
LMArena Non-English14201289
LMArena Chinese14801314
LMArena French14611293
LMArena German14311278
LMArena Japanese13761245
LMArena Korean13971223
LMArena Russian14221283
LMArena Spanish14041303

Instruction Following Grok 4.6 leads

Grok 4.6: 75.4 (#63), o1-mini: 66.7 (#206)

Instruction Following benchmarks
BenchmarkGrok 4.6o1-mini
LMArena Instruction Following14311304
LiveBench Instruction Following—65.4%

Long Context Grok 4.6 leads

Grok 4.6: 44.5 (#66), o1-mini: 40.1 (#161)

Long Context benchmarks
BenchmarkGrok 4.6o1-mini
LMArena Longer Query14541320

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), o1-mini: 48.4 (#202)

Writing & Preference benchmarks
BenchmarkGrok 4.6o1-mini
LMArena Text14281317
LMArena Creative Writing14281244
LMArena Multi-Turn14251314
Short-Story Creative Writing—64.9%
LiveBench Language—40.9%

Frequently asked questions

Is Grok 4.6 better than o1-mini?

Grok 4.6 is the stronger model overall, scoring 56.9 to 34.0 on the Noometry Index.

Is Grok 4.6 or o1-mini better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 35.5 in the Noometry coding category.

How many benchmarks do Grok 4.6 and o1-mini share?

24 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and o1-mini has 39.

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