Model comparison

GPT-5.2 vs Grok 4 Heavy

GPT-5.2 has enough public results to be ranked (#34); Grok 4 Heavy does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

GPT-5.2 OpenAI

54.1

Rank #34 Confirmed

Grok 4 Heavy xAI

—

Unranked

Summary

  • They share 1 benchmark with published results for both.

Side by side

GPT-5.2 and Grok 4 Heavy specifications
GPT-5.2Grok 4 Heavy
ProviderOpenAIxAI
Noometry Index54.1—
Released2025-12-112025-07-10
WeightsProprietaryProprietary
Context window400K—
Max output128K—
Input $ / M tokens$1.75—
Output $ / M tokens$14—
Results tracked671

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Category by category

Coding Not comparable

GPT-5.2: 51.6 (#37), Grok 4 Heavy: —

Coding benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
SWE-bench Verified73.8%—
SWE-bench Verified (bash only)72.8%—
LMArena WebDev1416—
SWE-bench Multilingual66.7%—
GSO27.4%—
WeirdML72.2%—
LMArena Coding1447—
ALE-Bench1,294—
AlgoTune2.05—

Agentic & Tool Use Not comparable

GPT-5.2: 40.2 (#24), Grok 4 Heavy: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
Terminal-Bench64.9%—
Berkeley Function Calling Leaderboard55.9%—
GDPval49.7%—
Remote Labor Index2.5%—
τ²-bench Airline83%—
τ²-bench Banking32.2%—
τ²-bench Retail81.6%—
τ²-bench Telecom89.7%—
DeepResearch Bench41.1%—
LMArena Search1207—
METR Time Horizons75.3%—
Vending-Bench 23,591—

Reasoning Not comparable

GPT-5.2: 50.2 (#35), Grok 4 Heavy: —

Reasoning benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
ARC-AGI-252.9%—
SimpleBench45.8%—
Kagi LLM Benchmark73.3%—
NYT Connections (extended)83.6%—
ARC-AGI-186.2%—
Chess Puzzles49%—
EnigmaEval10.4%—
EBR-Bench23%—
LMArena Hard Prompts1445—
Mystery Game Puzzles23%—
DTBench90.9%—
LMCA43.9%—
Epoch Capabilities Index153.45—
ForecastBench60.1—

Math Not comparable

GPT-5.2: 60.0 (#38), Grok 4 Heavy: —

Knowledge Not comparable

GPT-5.2: 59.3 (#32), Grok 4 Heavy: —

Knowledge benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
GPQA Diamond91.4%—
Humanity's Last Exam27.8%—
SimpleQA Verified37.1%—
Vectara Hallucination Rate8.4%—
LMArena Expert1445—

Multimodal Not comparable

GPT-5.2: 51.3 (#7), Grok 4 Heavy: —

Multimodal benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
LMArena Vision1268—
VPCT84%—
Furniture Assembly38.3%—
LMArena Document1405—

Multilingual Not comparable

GPT-5.2: 53.4 (#67), Grok 4 Heavy: —

Multilingual benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
LMArena Non-English1425—
LMArena Chinese1460—
LMArena French1455—
LMArena German1448—
LMArena Japanese1420—
LMArena Korean1392—
LMArena Russian1440—
LMArena Spanish1433—

Instruction Following Not comparable

GPT-5.2: 74.7 (#89), Grok 4 Heavy: —

Instruction Following benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
LMArena Instruction Following1417—

Long Context Not comparable

GPT-5.2: 44.0 (#78), Grok 4 Heavy: —

Long Context benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
CL-bench18.2%—
LMArena Longer Query1428—

Writing & Preference Not comparable

GPT-5.2: 66.8 (#32), Grok 4 Heavy: —

Writing & Preference benchmarks
BenchmarkGPT-5.2Grok 4 Heavy
LMArena Text1439—
LMArena Creative Writing1401—
EQ-Bench Creative Writing1703—
LMArena Multi-Turn1458—

Frequently asked questions

Is GPT-5.2 better than Grok 4 Heavy?

GPT-5.2 has enough public results to be ranked (#34); Grok 4 Heavy does not yet, so treat this comparison as directional.

How many benchmarks do GPT-5.2 and Grok 4 Heavy share?

1 benchmark has published results for both models. GPT-5.2 has 67 scored results on Noometry and Grok 4 Heavy has 1.

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