Model comparison

GPT-5.3 Codex vs Grok 4 Fast

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 39.4 on the Noometry Index.

Last verified . 3 shared benchmarks.

GPT-5.3 Codex OpenAI

45.8

Rank #69 Reported

Grok 4 Fast xAI

39.4

Rank #167 Confirmed

Summary

  • They share 3 benchmarks with published results for both. GPT-5.3 Codex scores higher in 2 categories and Grok 4 Fast in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in agentic & tool use, where GPT-5.3 Codex leads 48.0 to 29.5.
  • The biggest single-benchmark swing is WeirdML: 79.3% for GPT-5.3 Codex and 42.9% for Grok 4 Fast.

Side by side

GPT-5.3 Codex and Grok 4 Fast specifications
GPT-5.3 CodexGrok 4 Fast
ProviderOpenAIxAI
Noometry Index45.839.4
Released2026-02-052025-09-19
WeightsProprietaryProprietary
Context window400K—
Max output128K—
Input $ / M tokens$1.75—
Output $ / M tokens$14—
Results tracked830

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Category by category

Coding GPT-5.3 Codex leads

GPT-5.3 Codex: 48.6 (#56), Grok 4 Fast: 32.5 (#271)

Coding benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
LMArena WebDev14091159
WeirdML79.3%42.9%
SWE-bench Verified74.8%—
LMArena Coding—1429
ALE-Bench1,655—

Agentic & Tool Use GPT-5.3 Codex leads

GPT-5.3 Codex: 48.0 (#9), Grok 4 Fast: 29.5 (#86)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
Terminal-Bench78.4%—
τ²-bench Banking—15.7%
Cybench—30%
LMArena Search—1171
METR Time Horizons74.5%—
Vending-Bench 25,940—

Reasoning Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 22.2 (#201)

Reasoning benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
Epoch Capabilities Index156.77144.2
ARC-AGI-2—5.3%
Kagi LLM Benchmark—66.1%
ARC-AGI-1—48.5%
LMArena Hard Prompts—1412
DTBench—82.7%
ForecastBench—60.5

Math Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 38.9 (#123)

Math benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
LMArena Math—1419

Knowledge Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 32.0 (#214)

Knowledge benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
Vectara Hallucination Rate—19.7%
LMArena Expert—1411

Multilingual Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 51.3 (#111)

Multilingual benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
LMArena Non-English—1396
LMArena Chinese—1457
LMArena French—1431
LMArena German—1383
LMArena Japanese—1352
LMArena Korean—1357
LMArena Russian—1389
LMArena Spanish—1415

Instruction Following Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 73.2 (#121)

Instruction Following benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
LMArena Instruction Following—1387

Long Context Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 63.2 (#3)

Long Context benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
Fiction.LiveBench—94.4%
LMArena Longer Query—1415

Writing & Preference Not comparable

GPT-5.3 Codex: —, Grok 4 Fast: 60.0 (#102)

Writing & Preference benchmarks
BenchmarkGPT-5.3 CodexGrok 4 Fast
LMArena Text—1407
LMArena Creative Writing—1387
LMArena Multi-Turn—1414

Frequently asked questions

Is GPT-5.3 Codex better than Grok 4 Fast?

GPT-5.3 Codex is the stronger model overall, scoring 45.8 to 39.4 on the Noometry Index.

Is GPT-5.3 Codex or Grok 4 Fast better for coding?

GPT-5.3 Codex scores higher on coding benchmarks: 48.6 versus 32.5 in the Noometry coding category.

How many benchmarks do GPT-5.3 Codex and Grok 4 Fast share?

3 benchmarks have published results for both models. GPT-5.3 Codex has 8 scored results on Noometry and Grok 4 Fast has 30.

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