Model comparison

GPT-5.1-Codex-mini vs Grok 4.6

Grok 4.6 has enough public results to be ranked (#19); GPT-5.1-Codex-mini does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

GPT-5.1-Codex-mini OpenAI

36.9

Unranked Sparse

Grok 4.6 xAI

56.8

Rank #19 Confirmed

Summary

  • They share 1 benchmark with published results for both. GPT-5.1-Codex-mini scores higher in 0 categories and Grok 4.6 in 2 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Grok 4.6 leads 58.0 to 31.4.
  • GPT-5.1-Codex-mini is cheaper at $0.25 / $2 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Grok 4.6 accepts more context: 500K tokens versus 400K.

Side by side

GPT-5.1-Codex-mini and Grok 4.6 specifications
GPT-5.1-Codex-miniGrok 4.6
ProviderOpenAIxAI
Noometry Index36.956.8
Released2025-11-122026-08-12
WeightsProprietaryProprietary
Context window400K500K
Max output128K500K
Input $ / M tokens$0.25$2
Output $ / M tokens$2$6
Results tracked249

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Category by category

Coding Grok 4.6 leads

GPT-5.1-Codex-mini: 31.4, Grok 4.6: 58.0 (#14)

Coding benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena WebDev12441620
DeepSWE—67.5%
FrontierCode—48%
CursorBench—41.4%
FrontierSWE—25.3%
SciCode—56.5%
WeirdML—67.3%
LMArena Coding—1464
ALE-Bench—1,508

Agentic & Tool Use Grok 4.6 leads

GPT-5.1-Codex-mini: 38.3, Grok 4.6: 39.4 (#25)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
Terminal-Bench61.6%—
APEX-Agents—65.3%
GDP.pdf—17.2%
Vending-Bench 2—9,047

Reasoning Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 61.3 (#18)

Reasoning benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
ARC-AGI-2—67.1%
SimpleBench—75.9%
NYT Connections (extended)—80%
ARC-AGI-1—87.5%
CritPt—19.7%
Chess Puzzles—40%
EBR-Bench—30.5%
LMArena Hard Prompts—1445
Mystery Game Puzzles—34%
DTBench—97.3%
LMCA—48.5%
Epoch Capabilities Index—156.48

Math Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 66.8 (#19)

Math benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
FrontierMath (Tiers 1-3)—66%
FrontierMath Tier 4—31.7%
OTIS Mock AIME 2024-2025—99.2%
ProofBench—51%
LMArena Math—1416

Knowledge Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 63.3 (#18)

Knowledge benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
GPQA Diamond—94%
SimpleQA Verified—49.3%
LMArena Expert—1463

Multimodal Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 43.9 (#18)

Multimodal benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena Vision—1265
Blueprint-Bench 2—33.2%
Furniture Assembly—40%
LMArena Document—1452

Multilingual Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 53.3 (#67)

Multilingual benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena Non-English—1422
LMArena Chinese—1479
LMArena French—1458
LMArena German—1425
LMArena Japanese—1383
LMArena Korean—1395
LMArena Russian—1427
LMArena Spanish—1408

Instruction Following Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 75.6 (#59)

Instruction Following benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena Instruction Following—1431

Long Context Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 44.4 (#62)

Long Context benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena Longer Query—1453

Writing & Preference Not comparable

GPT-5.1-Codex-mini: —, Grok 4.6: 62.5 (#77)

Writing & Preference benchmarks
BenchmarkGPT-5.1-Codex-miniGrok 4.6
LMArena Text—1427
LMArena Creative Writing—1430
LMArena Multi-Turn—1422

Frequently asked questions

Is GPT-5.1-Codex-mini better than Grok 4.6?

Grok 4.6 has enough public results to be ranked (#19); GPT-5.1-Codex-mini does not yet, so treat this comparison as directional.

Which is cheaper, GPT-5.1-Codex-mini or Grok 4.6?

GPT-5.1-Codex-mini is cheaper. It lists at $0.25 per million input tokens and $2 per million output tokens; Grok 4.6 lists at $2 and $6.

Is GPT-5.1-Codex-mini or Grok 4.6 better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.0 versus 31.4 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 400K.

How many benchmarks do GPT-5.1-Codex-mini and Grok 4.6 share?

1 benchmark has published results for both models. GPT-5.1-Codex-mini has 2 scored results on Noometry and Grok 4.6 has 49.

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