Model comparison

Grok 4.5 vs Llama 3.1-405B

Grok 4.5 is the stronger model overall, scoring 55.0 to 30.7 on the Noometry Index.

Last verified . 25 shared benchmarks.

Grok 4.5 xAI

55.0

Rank #25 Confirmed

Llama 3.1-405B Meta

30.7

Rank #288 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Grok 4.5 scores higher in 9 categories and Llama 3.1-405B in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Grok 4.5 leads 60.9 to 18.4.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 97.8% for Grok 4.5 and 9.7% for Llama 3.1-405B.
  • Llama 3.1-405B has downloadable open weights; the other is API-only.

Side by side

Grok 4.5 and Llama 3.1-405B specifications
Grok 4.5Llama 3.1-405B
ProviderxAIMeta
Noometry Index55.030.7
Released2026-07-082024-07-23
WeightsProprietaryOpen
Context window500K—
Max output500K—
Input $ / M tokens$2—
Output $ / M tokens$6—
Results tracked5242

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Category by category

Coding Grok 4.5 leads

Grok 4.5: 52.2 (#35), Llama 3.1-405B: 33.1 (#262)

Coding benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
WeirdML46.4%21.4%
LMArena Coding14741291
DeepSWE53.8%—
FrontierCode42.4%—
LMArena WebDev1553—
SciCode54.1%—
ALE-Bench1,309—

Agentic & Tool Use Grok 4.5 leads

Grok 4.5: 44.4 (#17), Llama 3.1-405B: 21.0 (#140)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
APEX-Agents56.2%—
TheAgentCompany—7.4%
τ²-bench Banking47.9%—
Cybench—7.5%
PostTrainBench23.4%—
GBAEval65.4%—
GDP.pdf14%—
LMArena Search1213—
Vending-Bench 23,887—

Reasoning Grok 4.5 leads

Grok 4.5: 56.1 (#25), Llama 3.1-405B: 16.8 (#300)

Reasoning benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
SimpleBench70%23%
Kagi LLM Benchmark83.5%45%
LMArena Hard Prompts14621269
DTBench96.5%61.4%
Epoch Capabilities Index153.92128.75
ARC-AGI-252.6%—
NYT Connections (extended)79.9%—
ARC-AGI-187.2%—
CritPt15.4%—
Chess Puzzles36%—
LMCA45.2%—
Surface Evolver Bench74.4%—
BIG-Bench Hard—82.9%
ForecastBench—59.9
HellaSwag—89.2%
PIQA—85.9%
WinoGrande—89.2%

Math Grok 4.5 leads

Grok 4.5: 60.9 (#35), Llama 3.1-405B: 18.4 (#290)

Math benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
OTIS Mock AIME 2024-202597.8%9.7%
LMArena Math14591281
FrontierMath (Tiers 1-3)57.2%—
FrontierMath Tier 424.4%—
ProofBench31%—
Omni-MATH—24.9%
MATH Level 5—49.8%

Knowledge Grok 4.5 leads

Grok 4.5: 62.3 (#24), Llama 3.1-405B: 30.4 (#227)

Knowledge benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
GPQA Diamond93.4%50.9%
LMArena Expert14661243
SimpleQA Verified48.3%—
MMLU-Pro—72.3%
Confabulations—17.6%
GPQA (HELM)—52.2%
ARC (AI2) Challenge—95.3%
MMLU—84.5%
TriviaQA—82.7%

Multimodal Not comparable

Grok 4.5: 37.6 (#72), Llama 3.1-405B: —

Multimodal benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
LMArena Vision1288—
Blueprint-Bench 227.3%—
Furniture Assembly22.5%—
LMArena Document1452—

Multilingual Grok 4.5 leads

Grok 4.5: 54.4 (#42), Llama 3.1-405B: 40.7 (#214)

Multilingual benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
LMArena Non-English14401248
LMArena Chinese14961242
LMArena French14561279
LMArena German14461252
LMArena Japanese14281208
LMArena Korean14041184
LMArena Russian14481265
LMArena Spanish14501260

Instruction Following Grok 4.5 leads

Grok 4.5: 76.0 (#48), Llama 3.1-405B: 65.9 (#214)

Instruction Following benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
LMArena Instruction Following14461259
IFEval—81.1%

Long Context Grok 4.5 leads

Grok 4.5: 44.8 (#56), Llama 3.1-405B: 38.4 (#197)

Long Context benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
LMArena Longer Query14631266

Writing & Preference Grok 4.5 leads

Grok 4.5: 65.8 (#42), Llama 3.1-405B: 38.9 (#251)

Writing & Preference benchmarks
BenchmarkGrok 4.5Llama 3.1-405B
LMArena Text14481284
LMArena Creative Writing14421262
EQ-Bench Creative Writing1579870
LMArena Multi-Turn14561297
WildBench—78.3%

Frequently asked questions

Is Grok 4.5 better than Llama 3.1-405B?

Grok 4.5 is the stronger model overall, scoring 55.0 to 30.7 on the Noometry Index.

Is Grok 4.5 or Llama 3.1-405B better for coding?

Grok 4.5 scores higher on coding benchmarks: 52.2 versus 33.1 in the Noometry coding category.

How many benchmarks do Grok 4.5 and Llama 3.1-405B share?

25 benchmarks have published results for both models. Grok 4.5 has 52 scored results on Noometry and Llama 3.1-405B has 42.

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