Model comparison

Grok 4.5 vs Llama 4 Scout

Grok 4.5 is the stronger model overall, scoring 55.0 to 27.4 on the Noometry Index. Llama 4 Scout costs 20× less per token, which makes it the better buy when Grok 4.5's lead doesn't matter for your workload.

Last verified . 29 shared benchmarks.

Grok 4.5 xAI

55.0

Rank #22 Confirmed

Llama 4 Scout Meta

27.4

Rank #323 Confirmed

Summary

  • They share 29 benchmarks with published results for both. Grok 4.5 scores higher in 10 categories and Llama 4 Scout in 0 categories; 10 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.5 leads 56.0 to 9.2.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 97.8% for Grok 4.5 and 7.8% for Llama 4 Scout.
  • Llama 4 Scout is cheaper at $0.10 / $0.30 per million input/output tokens, against $2 / $6 for Grok 4.5.
  • Grok 4.5 accepts more context: 500K tokens versus 128K.
  • Llama 4 Scout has downloadable open weights; the other is API-only.

Side by side

Grok 4.5 and Llama 4 Scout specifications
Grok 4.5Llama 4 Scout
ProviderxAIMeta
Noometry Index55.027.4
Released2026-07-082025-04-05
WeightsProprietaryOpen
Context window500K128K
Max output500K4K
Input $ / M tokens$2$0.10
Output $ / M tokens$6$0.30
Results tracked5243

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Category by category

Coding Grok 4.5 leads

Grok 4.5: 51.7 (#34), Llama 4 Scout: 19.9 (#334)

Coding benchmarks
BenchmarkGrok 4.5Llama 4 Scout
SciCode54.1%17%
LMArena Coding14731286
DeepSWE53.8%—
FrontierCode42.4%—
SWE-bench Verified (bash only)—9.1%
LMArena WebDev1552—
WeirdML46.4%—
BigCodeBench Complete—43.1%
ALE-Bench1,309—

Agentic & Tool Use Grok 4.5 leads

Grok 4.5: 44.4 (#15), Llama 4 Scout: 24.4 (#109)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.5Llama 4 Scout
APEX-Agents56.2%—
Berkeley Function Calling Leaderboard—28.1%
τ²-bench Banking47.9%—
PostTrainBench23.4%—
GBAEval65.4%—
GDP.pdf14%—
LMArena Search1213—
Vending-Bench 23,887—

Reasoning Grok 4.5 leads

Grok 4.5: 56.0 (#23), Llama 4 Scout: 9.2 (#339)

Reasoning benchmarks
BenchmarkGrok 4.5Llama 4 Scout
ARC-AGI-252.6%0%
Kagi LLM Benchmark83.5%36.9%
ARC-AGI-187.2%0.5%
CritPt15.4%0%
LMArena Hard Prompts14621266
DTBench96.5%57.9%
LMCA45.2%12%
Epoch Capabilities Index154.02129.64
SimpleBench70%—
NYT Connections (extended)79.9%—
Chess Puzzles36%—
Surface Evolver Bench74.4%—
ForecastBench—57.5

Math Grok 4.5 leads

Grok 4.5: 60.7 (#29), Llama 4 Scout: 18.4 (#280)

Math benchmarks
BenchmarkGrok 4.5Llama 4 Scout
OTIS Mock AIME 2024-202597.8%7.8%
LMArena Math14571286
FrontierMath (Tiers 1-3)57.2%—
FrontierMath Tier 424.4%—
ProofBench31%—
Omni-MATH—37.3%
MATH Level 5—62.3%
FrontierMath (Feb 2025 set)—0%

Knowledge Grok 4.5 leads

Grok 4.5: 62.3 (#21), Llama 4 Scout: 31.8 (#208)

Knowledge benchmarks
BenchmarkGrok 4.5Llama 4 Scout
GPQA Diamond93.4%51.8%
LMArena Expert14661236
SimpleQA Verified48.3%—
MMLU-Pro—74.2%
Vectara Hallucination Rate—7.7%
GPQA (HELM)—50.7%

Multimodal Grok 4.5 leads

Grok 4.5: 37.8 (#63), Llama 4 Scout: 31.6 (#98)

Multimodal benchmarks
BenchmarkGrok 4.5Llama 4 Scout
LMArena Vision12871118
Blueprint-Bench 227.3%—
Furniture Assembly22.5%—
LMArena Document1452—
SpatialViz-Bench—34.2%

Multilingual Grok 4.5 leads

Grok 4.5: 54.5 (#43), Llama 4 Scout: 41.3 (#207)

Multilingual benchmarks
BenchmarkGrok 4.5Llama 4 Scout
LMArena Non-English14391253
LMArena Chinese14971256
LMArena French14581283
LMArena German14481274
LMArena Japanese14251209
LMArena Korean14021207
LMArena Russian14471263
LMArena Spanish14521277

Instruction Following Grok 4.5 leads

Grok 4.5: 76.3 (#45), Llama 4 Scout: 66.0 (#212)

Instruction Following benchmarks
BenchmarkGrok 4.5Llama 4 Scout
LMArena Instruction Following14461248
IFEval—81.8%

Long Context Grok 4.5 leads

Grok 4.5: 44.8 (#54), Llama 4 Scout: 27.5 (#289)

Long Context benchmarks
BenchmarkGrok 4.5Llama 4 Scout
LMArena Longer Query14631265
Fiction.LiveBench—36%

Writing & Preference Grok 4.5 leads

Grok 4.5: 65.9 (#40), Llama 4 Scout: 37.1 (#256)

Writing & Preference benchmarks
BenchmarkGrok 4.5Llama 4 Scout
LMArena Text14481279
LMArena Creative Writing14421249
EQ-Bench Creative Writing1579783
LMArena Multi-Turn14571281
WildBench—78%

Frequently asked questions

Is Grok 4.5 better than Llama 4 Scout?

Grok 4.5 is the stronger model overall, scoring 55.0 to 27.4 on the Noometry Index. Llama 4 Scout costs 20× less per token, which makes it the better buy when Grok 4.5's lead doesn't matter for your workload.

Which is cheaper, Grok 4.5 or Llama 4 Scout?

Llama 4 Scout is cheaper. It lists at $0.10 per million input tokens and $0.30 per million output tokens; Grok 4.5 lists at $2 and $6.

Is Grok 4.5 or Llama 4 Scout better for coding?

Grok 4.5 scores higher on coding benchmarks: 51.7 versus 19.9 in the Noometry coding category.

Which has the bigger context window?

Grok 4.5 does, with 500K tokens against 128K.

How many benchmarks do Grok 4.5 and Llama 4 Scout share?

29 benchmarks have published results for both models. Grok 4.5 has 52 scored results on Noometry and Llama 4 Scout has 43.

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