Model comparison

GPT-4 vs Grok 4.5

Grok 4.5 is the stronger model overall, scoring 55.0 to 28.9 on the Noometry Index.

Last verified . 25 shared benchmarks.

GPT-4 OpenAI

28.9

Rank #308 Confirmed

Grok 4.5 xAI

55.0

Rank #22 Confirmed

Summary

  • They share 25 benchmarks with published results for both. GPT-4 scores higher in 0 categories and Grok 4.5 in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Grok 4.5 leads 60.7 to 10.1.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 1.1% for GPT-4 and 97.8% for Grok 4.5.
  • Grok 4.5 is cheaper at $2 / $6 per million input/output tokens, against $30 / $60 for GPT-4.
  • Grok 4.5 accepts more context: 500K tokens versus 8K.

Side by side

GPT-4 and Grok 4.5 specifications
GPT-4Grok 4.5
ProviderOpenAIxAI
Noometry Index28.955.0
Released2023-03-142026-07-08
WeightsProprietaryProprietary
Context window8K500K
Max output8K500K
Input $ / M tokens$30$2
Output $ / M tokens$60$6
Results tracked3852

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Category by category

Coding Grok 4.5 leads

GPT-4: 31.2 (#277), Grok 4.5: 51.7 (#34)

Coding benchmarks
BenchmarkGPT-4Grok 4.5
WeirdML12.4%46.4%
LMArena Coding12541473
DeepSWE—53.8%
FrontierCode—42.4%
LMArena WebDev—1552
SciCode—54.1%
BigCodeBench Instruct46%—
BigCodeBench Complete57.2%—
ALE-Bench—1,309
HumanEval+79.3%—

Agentic & Tool Use Not comparable

GPT-4: —, Grok 4.5: 44.4 (#15)

Agentic & Tool Use benchmarks
BenchmarkGPT-4Grok 4.5
APEX-Agents—56.2%
τ²-bench Banking—47.9%
PostTrainBench—23.4%
GBAEval—65.4%
GDP.pdf—14%
LMArena Search—1213
METR Time Horizons36.1%—
Vending-Bench 2—3,887

Reasoning Grok 4.5 leads

GPT-4: 17.3 (#285), Grok 4.5: 56.0 (#23)

Reasoning benchmarks
BenchmarkGPT-4Grok 4.5
Chess Puzzles4%36%
LMArena Hard Prompts12411462
DTBench62.7%96.5%
LMCA17.1%45.2%
Epoch Capabilities Index125.88154.02
ARC-AGI-2—52.6%
SimpleBench—70%
Kagi LLM Benchmark—83.5%
NYT Connections (extended)—79.9%
ARC-AGI-1—87.2%
CritPt—15.4%
Mystery Game Puzzles12%—
Surface Evolver Bench—74.4%
BIG-Bench Hard75.1%—
ForecastBench57.8—
HellaSwag95.3%—
WinoGrande87.5%—

Math Grok 4.5 leads

GPT-4: 10.1 (#304), Grok 4.5: 60.7 (#29)

Math benchmarks
BenchmarkGPT-4Grok 4.5
OTIS Mock AIME 2024-20251.1%97.8%
LMArena Math12691457
FrontierMath (Tiers 1-3)—57.2%
FrontierMath Tier 4—24.4%
ProofBench—31%
MATH Level 523%—
GSM8K92%—

Knowledge Grok 4.5 leads

GPT-4: 18.4 (#277), Grok 4.5: 62.3 (#21)

Knowledge benchmarks
BenchmarkGPT-4Grok 4.5
GPQA Diamond35.7%93.4%
LMArena Expert12111466
SimpleQA Verified—48.3%
MMLU86.4%—
TriviaQA84.8%—

Multimodal Not comparable

GPT-4: —, Grok 4.5: 37.8 (#63)

Multimodal benchmarks
BenchmarkGPT-4Grok 4.5
LMArena Vision—1287
Blueprint-Bench 2—27.3%
Furniture Assembly—22.5%
LMArena Document—1452

Multilingual Grok 4.5 leads

GPT-4: 40.8 (#210), Grok 4.5: 54.5 (#43)

Multilingual benchmarks
BenchmarkGPT-4Grok 4.5
LMArena Non-English12461439
LMArena Chinese12421497
LMArena French12821458
LMArena German12511448
LMArena Japanese12091425
LMArena Korean11841402
LMArena Russian12511447
LMArena Spanish12611452

Instruction Following Grok 4.5 leads

GPT-4: 65.5 (#217), Grok 4.5: 76.3 (#45)

Instruction Following benchmarks
BenchmarkGPT-4Grok 4.5
LMArena Instruction Following12411446

Long Context Grok 4.5 leads

GPT-4: 37.7 (#207), Grok 4.5: 44.8 (#54)

Long Context benchmarks
BenchmarkGPT-4Grok 4.5
LMArena Longer Query12441463

Writing & Preference Grok 4.5 leads

GPT-4: 35.0 (#263), Grok 4.5: 65.9 (#40)

Writing & Preference benchmarks
BenchmarkGPT-4Grok 4.5
LMArena Text12631448
LMArena Creative Writing12441442
EQ-Bench Creative Writing7521579
LMArena Multi-Turn12571457

Frequently asked questions

Is GPT-4 better than Grok 4.5?

Grok 4.5 is the stronger model overall, scoring 55.0 to 28.9 on the Noometry Index.

Which is cheaper, GPT-4 or Grok 4.5?

Grok 4.5 is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; GPT-4 lists at $30 and $60.

Is GPT-4 or Grok 4.5 better for coding?

Grok 4.5 scores higher on coding benchmarks: 51.7 versus 31.2 in the Noometry coding category.

Which has the bigger context window?

Grok 4.5 does, with 500K tokens against 8K.

How many benchmarks do GPT-4 and Grok 4.5 share?

25 benchmarks have published results for both models. GPT-4 has 38 scored results on Noometry and Grok 4.5 has 52.

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