Model comparison

GPT-5.6 Luna vs Grok-2 (Dec 2024)

GPT-5.6 Luna is the stronger model overall, scoring 54.6 to 33.7 on the Noometry Index.

Last verified . 23 shared benchmarks.

GPT-5.6 Luna OpenAI

54.6

Rank #30 Confirmed

Grok-2 (Dec 2024) xAI

33.7

Rank #239 Confirmed

Summary

  • They share 23 benchmarks with published results for both. GPT-5.6 Luna scores higher in 8 categories and Grok-2 (Dec 2024) in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.6 Luna leads 77.7 to 20.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 98.3% for GPT-5.6 Luna and 11.5% for Grok-2 (Dec 2024).

Side by side

GPT-5.6 Luna and Grok-2 (Dec 2024) specifications
GPT-5.6 LunaGrok-2 (Dec 2024)
ProviderOpenAIxAI
Noometry Index54.633.7
Released2026-07-092024-08-13
WeightsProprietaryProprietary
Context window1.05M—
Max output128K—
Input $ / M tokens$0.20—
Output $ / M tokens$1.20—
Results tracked5234

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Category by category

Coding GPT-5.6 Luna leads

GPT-5.6 Luna: 54.5 (#28), Grok-2 (Dec 2024): 33.3 (#258)

Coding benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
WeirdML60.9%22.2%
LMArena Coding14661287
DeepSWE67.2%—
FrontierCode39.8%—
CursorBench35.9%—
LMArena WebDev1519—
SciCode53.6%—
LiveBench Coding—46.4%
ALE-Bench1,667—

Agentic & Tool Use Not comparable

GPT-5.6 Luna: 34.4 (#45), Grok-2 (Dec 2024): —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
APEX-Agents43%—
BALROG45.6%—
GDP.pdf22.7%—
Vending-Bench 24,095—

Reasoning GPT-5.6 Luna leads

GPT-5.6 Luna: 47.6 (#43), Grok-2 (Dec 2024): 16.9 (#299)

Reasoning benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
SimpleBench46.8%22.7%
LMArena Hard Prompts14511272
DTBench89.1%65.2%
Epoch Capabilities Index156.39130.48
ARC-AGI-259.5%—
Kagi LLM Benchmark49.1%—
NYT Connections (extended)69.4%—
ARC-AGI-188%—
CritPt20.6%—
Chess Puzzles40%—
LiveBench Reasoning—54.8%
Mystery Game Puzzles21%—
LiveBench Data Analysis—54.5%
LMCA48.5%—
Surface Evolver Bench61.9%—
LiveBench—54.3%

Math GPT-5.6 Luna leads

GPT-5.6 Luna: 77.7 (#14), Grok-2 (Dec 2024): 20.8 (#284)

Math benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
OTIS Mock AIME 2024-202598.3%11.5%
LMArena Math14581283
FrontierMath (Tiers 1-3)82.1%—
FrontierMath Tier 461%—
ProofBench60%—
LiveBench Math—54.9%
MATH Level 5—63.5%
FrontierMath (Feb 2025 set)—0.7%

Knowledge GPT-5.6 Luna leads

GPT-5.6 Luna: 58.5 (#34), Grok-2 (Dec 2024): 29.8 (#233)

Knowledge benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
GPQA Diamond91.6%53.8%
LMArena Expert14781254
SimpleQA Verified41%—
Confabulations—20.1%

Multimodal Not comparable

GPT-5.6 Luna: 42.7 (#28), Grok-2 (Dec 2024): —

Multimodal benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
LMArena Vision1258—
Blueprint-Bench 222.6%—
Furniture Assembly42.5%—
LMArena Document1457—

Multilingual GPT-5.6 Luna leads

GPT-5.6 Luna: 52.8 (#78), Grok-2 (Dec 2024): 43.1 (#188)

Multilingual benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
LMArena Non-English14171282
LMArena Chinese14701289
LMArena French14561318
LMArena German14541287
LMArena Japanese14111244
LMArena Korean14151237
LMArena Russian14281286
LMArena Spanish14481281

Instruction Following GPT-5.6 Luna leads

GPT-5.6 Luna: 75.6 (#57), Grok-2 (Dec 2024): 66.9 (#202)

Instruction Following benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
LMArena Instruction Following14371270
LiveBench Instruction Following—69.6%

Long Context GPT-5.6 Luna leads

GPT-5.6 Luna: 43.9 (#82), Grok-2 (Dec 2024): 38.8 (#190)

Long Context benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
LMArena Longer Query14361276

Writing & Preference GPT-5.6 Luna leads

GPT-5.6 Luna: 68.0 (#29), Grok-2 (Dec 2024): 48.6 (#198)

Writing & Preference benchmarks
BenchmarkGPT-5.6 LunaGrok-2 (Dec 2024)
LMArena Text14311305
LMArena Creative Writing13961284
LMArena Multi-Turn14341290
Short-Story Creative Writing—63.6%
EQ-Bench Creative Writing1829—
EQ-Bench 41156—
LiveBench Language—45.6%

Frequently asked questions

Is GPT-5.6 Luna better than Grok-2 (Dec 2024)?

GPT-5.6 Luna is the stronger model overall, scoring 54.6 to 33.7 on the Noometry Index.

Is GPT-5.6 Luna or Grok-2 (Dec 2024) better for coding?

GPT-5.6 Luna scores higher on coding benchmarks: 54.5 versus 33.3 in the Noometry coding category.

How many benchmarks do GPT-5.6 Luna and Grok-2 (Dec 2024) share?

23 benchmarks have published results for both models. GPT-5.6 Luna has 52 scored results on Noometry and Grok-2 (Dec 2024) has 34.

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