Model comparison

GPT-5.6 Terra vs Grok 4

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 48.1 on the Noometry Index.

Last verified . 28 shared benchmarks.

GPT-5.6 Terra OpenAI

59.2

Rank #17 Confirmed

Grok 4 xAI

48.1

Rank #56 Confirmed

Summary

  • They share 28 benchmarks with published results for both. GPT-5.6 Terra scores higher in 8 categories and Grok 4 in 2 categories; 10 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.6 Terra leads 81.6 to 48.4.
  • The biggest single-benchmark swing is ARC-AGI-2: 83.9% for GPT-5.6 Terra and 16% for Grok 4.

Side by side

GPT-5.6 Terra and Grok 4 specifications
GPT-5.6 TerraGrok 4
ProviderOpenAIxAI
Noometry Index59.248.1
Released2026-07-092025-07-09
WeightsProprietaryProprietary
Context window1.05M—
Max output128K—
Input $ / M tokens$2—
Output $ / M tokens$12—
Results tracked5248

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Category by category

Coding GPT-5.6 Terra leads

GPT-5.6 Terra: 57.7 (#19), Grok 4: 50.3 (#46)

Coding benchmarks
BenchmarkGPT-5.6 TerraGrok 4
WeirdML78.3%45.7%
LMArena Coding14841408
DeepSWE69.6%—
FrontierCode41.3%—
Aider Polyglot—79.6%
CursorBench41.3%—
LMArena WebDev1522—
SciCode55%—
ALE-Bench1,951—

Agentic & Tool Use GPT-5.6 Terra leads

GPT-5.6 Terra: 40.1 (#25), Grok 4: 32.3 (#68)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 TerraGrok 4
BALROG53.2%43.6%
Terminal-Bench—27.2%
APEX-Agents58.2%—
Berkeley Function Calling Leaderboard—63%
GDPval—21.1%
Cybench—43%
DeepResearch Bench—47.3%
GDP.pdf24.7%—
LMArena Search—1142
METR Time Horizons—66.6%
Vending-Bench 27,343—

Reasoning GPT-5.6 Terra leads

GPT-5.6 Terra: 60.7 (#21), Grok 4: 36.7 (#65)

Reasoning benchmarks
BenchmarkGPT-5.6 TerraGrok 4
ARC-AGI-283.9%16%
SimpleBench48.9%60.5%
Kagi LLM Benchmark51.3%73.6%
ARC-AGI-196.5%66.7%
Chess Puzzles54%28%
LMArena Hard Prompts14681409
Epoch Capabilities Index159.62146.44
NYT Connections (extended)78.4%—
CritPt30%—
Mystery Game Puzzles35%—
DTBench93.3%—
LMCA55%—
Surface Evolver Bench83.8%—
ForecastBench—60.9

Math GPT-5.6 Terra leads

GPT-5.6 Terra: 81.6 (#12), Grok 4: 48.4 (#64)

Math benchmarks
BenchmarkGPT-5.6 TerraGrok 4
OTIS Mock AIME 2024-202599.7%84%
LMArena Math14661422
FrontierMath (Tiers 1-3)86%—
FrontierMath Tier 470.7%—
ProofBench74%—
Omni-MATH—60.3%
FrontierMath (Feb 2025 set)—19.7%
FrontierMath Tier 4 (v1)—2.1%

Knowledge GPT-5.6 Terra leads

GPT-5.6 Terra: 61.2 (#30), Grok 4: 53.8 (#55)

Knowledge benchmarks
BenchmarkGPT-5.6 TerraGrok 4
GPQA Diamond93.3%87%
LMArena Expert14921415
SimpleQA Verified43.2%—
MMLU-Pro—85.1%
Confabulations—12.4%
GPQA (HELM)—72.7%

Multimodal GPT-5.6 Terra leads

GPT-5.6 Terra: 47.3 (#11), Grok 4: 33.7 (#94)

Multimodal benchmarks
BenchmarkGPT-5.6 TerraGrok 4
LMArena Vision12711210
GeoBench—45%
Blueprint-Bench 230.8%—
Furniture Assembly54.2%—
LMArena Document1472—

Multilingual GPT-5.6 Terra leads

GPT-5.6 Terra: 54.4 (#44), Grok 4: 51.8 (#103)

Multilingual benchmarks
BenchmarkGPT-5.6 TerraGrok 4
LMArena Non-English14391403
LMArena Chinese15131427
LMArena French14711418
LMArena German14601429
LMArena Japanese14571394
LMArena Korean14251377
LMArena Russian14501410
LMArena Spanish14481420

Instruction Following Grok 4 leads

GPT-5.6 Terra: 76.4 (#40), Grok 4: 79.2 (#5)

Instruction Following benchmarks
BenchmarkGPT-5.6 TerraGrok 4
LMArena Instruction Following14541387
IFEval—94.9%

Long Context Grok 4 leads

GPT-5.6 Terra: 44.4 (#68), Grok 4: 63.1 (#4)

Long Context benchmarks
BenchmarkGPT-5.6 TerraGrok 4
LMArena Longer Query14511409
Fiction.LiveBench—94.4%

Writing & Preference GPT-5.6 Terra leads

GPT-5.6 Terra: 70.2 (#23), Grok 4: 58.5 (#116)

Writing & Preference benchmarks
BenchmarkGPT-5.6 TerraGrok 4
LMArena Text14471411
LMArena Creative Writing14101397
LMArena Multi-Turn14491416
Short-Story Creative Writing—76.9%
EQ-Bench Creative Writing1855—
WildBench—79.7%
EQ-Bench 41234—

Frequently asked questions

Is GPT-5.6 Terra better than Grok 4?

GPT-5.6 Terra is the stronger model overall, scoring 59.2 to 48.1 on the Noometry Index.

Is GPT-5.6 Terra or Grok 4 better for coding?

GPT-5.6 Terra scores higher on coding benchmarks: 57.7 versus 50.3 in the Noometry coding category.

How many benchmarks do GPT-5.6 Terra and Grok 4 share?

28 benchmarks have published results for both models. GPT-5.6 Terra has 52 scored results on Noometry and Grok 4 has 48.

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