Model comparison

GPT-5.6 Sol vs Grok 4 Fast

GPT-5.6 Sol is the stronger model overall, scoring 65.0 to 39.4 on the Noometry Index.

Last verified . 27 shared benchmarks.

GPT-5.6 Sol OpenAI

65.0

Rank #7 Confirmed

Grok 4 Fast xAI

39.4

Rank #167 Confirmed

Summary

  • They share 27 benchmarks with published results for both. GPT-5.6 Sol scores higher in 8 categories and Grok 4 Fast in 1 category; 9 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GPT-5.6 Sol leads 74.8 to 22.2.
  • The biggest single-benchmark swing is ARC-AGI-2: 92.5% for GPT-5.6 Sol and 5.3% for Grok 4 Fast.

Side by side

GPT-5.6 Sol and Grok 4 Fast specifications
GPT-5.6 SolGrok 4 Fast
ProviderOpenAIxAI
Noometry Index65.039.4
Released2026-07-092025-09-19
WeightsProprietaryProprietary
Context window1.05M—
Max output128K—
Input $ / M tokens$4—
Output $ / M tokens$20—
Results tracked6530

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Category by category

Coding GPT-5.6 Sol leads

GPT-5.6 Sol: 65.1 (#7), Grok 4 Fast: 32.5 (#271)

Coding benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena WebDev16181159
WeirdML89.4%42.9%
LMArena Coding14981429
DeepSWE72.7%—
FrontierCode47.5%—
CursorBench41.7%—
FrontierSWE32.2%—
SciCode57.1%—
GSO76.5%—
MirrorCode20%—
ALE-Bench2,177—

Agentic & Tool Use GPT-5.6 Sol leads

GPT-5.6 Sol: 50.3 (#7), Grok 4 Fast: 29.5 (#86)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
τ²-bench Banking46.9%15.7%
LMArena Search12571171
APEX-Agents51.4%—
OSWorld 2.027.3%—
Cybench—30%
PostTrainBench36.2%—
BALROG60%—
GBAEval52.6%—
GDP.pdf30.7%—
Vending-Bench 29,619—

Reasoning GPT-5.6 Sol leads

GPT-5.6 Sol: 74.8 (#8), Grok 4 Fast: 22.2 (#201)

Reasoning benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
ARC-AGI-292.5%5.3%
Kagi LLM Benchmark67%66.1%
ARC-AGI-197.5%48.5%
LMArena Hard Prompts14841412
DTBench96%82.7%
Epoch Capabilities Index161.66144.2
SimpleBench71.7%—
NYT Connections (extended)93.8%—
CritPt32.3%—
Chess Puzzles64%—
EnigmaEval37.1%—
EBR-Bench44.8%—
Mystery Game Puzzles58%—
LMCA59.2%—
Surface Evolver Bench93.1%—
Bench to the Future 30.14—
ForecastBench—60.5

Math GPT-5.6 Sol leads

GPT-5.6 Sol: 85.6 (#9), Grok 4 Fast: 38.9 (#123)

Math benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Math14741419
FrontierMath (Tiers 1-3)89.1%—
FrontierMath Tier 482.9%—
OTIS Mock AIME 2024-2025100%—
ProofBench83%—
FrontierMath Erdős0%—

Knowledge GPT-5.6 Sol leads

GPT-5.6 Sol: 64.3 (#18), Grok 4 Fast: 32.0 (#214)

Knowledge benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
Vectara Hallucination Rate12.4%19.7%
LMArena Expert15161411
GPQA Diamond93.5%—
SimpleQA Verified69.7%—

Multimodal Not comparable

GPT-5.6 Sol: 48.6 (#9), Grok 4 Fast: —

Multimodal benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Vision1281—
Blueprint-Bench 233.6%—
Furniture Assembly56.7%—
LMArena Document1483—

Multilingual GPT-5.6 Sol leads

GPT-5.6 Sol: 55.3 (#32), Grok 4 Fast: 51.3 (#111)

Multilingual benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Non-English14521396
LMArena Chinese15271457
LMArena French14771431
LMArena German14761383
LMArena Japanese14711352
LMArena Korean14421357
LMArena Russian14681389
LMArena Spanish14411415

Instruction Following GPT-5.6 Sol leads

GPT-5.6 Sol: 77.7 (#16), Grok 4 Fast: 73.2 (#121)

Instruction Following benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Instruction Following14821387

Long Context Grok 4 Fast leads

GPT-5.6 Sol: 45.4 (#42), Grok 4 Fast: 63.2 (#3)

Long Context benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Longer Query14801415
Fiction.LiveBench—94.4%

Writing & Preference GPT-5.6 Sol leads

GPT-5.6 Sol: 73.3 (#12), Grok 4 Fast: 60.0 (#102)

Writing & Preference benchmarks
BenchmarkGPT-5.6 SolGrok 4 Fast
LMArena Text14571407
LMArena Creative Writing14481387
LMArena Multi-Turn14601414
EQ-Bench Creative Writing1972—
EQ-Bench 41250—

Frequently asked questions

Is GPT-5.6 Sol better than Grok 4 Fast?

GPT-5.6 Sol is the stronger model overall, scoring 65.0 to 39.4 on the Noometry Index.

Is GPT-5.6 Sol or Grok 4 Fast better for coding?

GPT-5.6 Sol scores higher on coding benchmarks: 65.1 versus 32.5 in the Noometry coding category.

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

27 benchmarks have published results for both models. GPT-5.6 Sol has 65 scored results on Noometry and Grok 4 Fast has 30.

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