Model comparison

Claude Haiku 4.5 vs Llama 4 Scout

Claude Haiku 4.5 is the stronger model overall, scoring 39.5 to 27.7 on the Noometry Index. Llama 4 Scout costs 13× less per token, which makes it the better buy when Claude Haiku 4.5's lead doesn't matter for your workload.

Last verified . 37 shared benchmarks.

Claude Haiku 4.5 Anthropic

39.5

Rank #165 Confirmed

Llama 4 Scout Meta

27.7

Rank #330 Confirmed

Summary

  • They share 37 benchmarks with published results for both. Claude Haiku 4.5 scores higher in 9 categories and Llama 4 Scout in 1 category; 10 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Haiku 4.5 leads 44.9 to 19.6.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 66.7% for Claude Haiku 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 $1 / $5 for Claude Haiku 4.5.
  • Claude Haiku 4.5 accepts more context: 200K tokens versus 128K.
  • Llama 4 Scout has downloadable open weights; the other is API-only.

Side by side

Claude Haiku 4.5 and Llama 4 Scout specifications
Claude Haiku 4.5Llama 4 Scout
ProviderAnthropicMeta
Noometry Index39.527.7
Released2025-10-152025-04-05
WeightsProprietaryOpen
Context window200K128K
Max output64K4K
Input $ / M tokens$1$0.10
Output $ / M tokens$5$0.30
Results tracked5343

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Category by category

Coding Claude Haiku 4.5 leads

Claude Haiku 4.5: 44.0 (#78), Llama 4 Scout: 20.2 (#339)

Coding benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
SWE-bench Verified (bash only)66.6%9.1%
SciCode43.3%17%
LMArena Coding14531286
LMArena WebDev1330—
SWE-bench Multilingual64.7%—
WeirdML45.4%—
BigCodeBench Complete—43.1%
ALE-Bench653.48—

Agentic & Tool Use Claude Haiku 4.5 leads

Claude Haiku 4.5: 33.6 (#52), Llama 4 Scout: 24.6 (#119)

Agentic & Tool Use benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
Berkeley Function Calling Leaderboard68.7%28.1%
Terminal-Bench35.5%—
DeepResearch Bench45.5%—
BALROG31.2%—
ExploitBench13.7%—
Vending-Bench 2458.89—

Reasoning Claude Haiku 4.5 leads

Claude Haiku 4.5: 15.1 (#320), Llama 4 Scout: 9.1 (#345)

Reasoning benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
ARC-AGI-24%0%
ARC-AGI-147.7%0.5%
CritPt0%0%
LMArena Hard Prompts14201266
DTBench73.6%57.9%
LMCA30.9%12%
Epoch Capabilities Index142.41129.64
ForecastBench61.457.5
Kagi LLM Benchmark—36.9%
NYT Connections (extended)14.3%—
Chess Puzzles8%—

Math Claude Haiku 4.5 leads

Claude Haiku 4.5: 44.9 (#78), Llama 4 Scout: 19.6 (#286)

Math benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
OTIS Mock AIME 2024-202566.7%7.8%
Omni-MATH56.1%37.3%
LMArena Math13961287
MATH Level 596.4%62.3%
FrontierMath (Feb 2025 set)5.9%0%
FrontierMath Tier 4 (v1)2.1%—

Knowledge Claude Haiku 4.5 leads

Claude Haiku 4.5: 37.7 (#153), Llama 4 Scout: 31.9 (#217)

Knowledge benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
GPQA Diamond71.2%51.8%
MMLU-Pro77.7%74.2%
Vectara Hallucination Rate9.8%7.7%
GPQA (HELM)60.5%50.7%
LMArena Expert14421235
SimpleQA Verified13.2%—

Multimodal Llama 4 Scout leads

Claude Haiku 4.5: 26.8 (#118), Llama 4 Scout: 32.2 (#102)

Multimodal benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
LMArena Vision—1118
Blueprint-Bench 20%—
LMArena Document1420—
SpatialViz-Bench—34.2%

Multilingual Claude Haiku 4.5 leads

Claude Haiku 4.5: 49.9 (#129), Llama 4 Scout: 41.0 (#212)

Multilingual benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
LMArena Non-English13771252
LMArena Chinese14171255
LMArena French14081282
LMArena German13751272
LMArena Japanese13391206
LMArena Korean13471207
LMArena Russian13811263
LMArena Spanish14201278

Instruction Following Claude Haiku 4.5 leads

Claude Haiku 4.5: 71.4 (#149), Llama 4 Scout: 65.8 (#217)

Instruction Following benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
IFEval80.1%81.8%
LMArena Instruction Following14141248

Long Context Claude Haiku 4.5 leads

Claude Haiku 4.5: 43.6 (#92), Llama 4 Scout: 27.5 (#294)

Long Context benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
LMArena Longer Query14271265
Fiction.LiveBench—36%

Writing & Preference Claude Haiku 4.5 leads

Claude Haiku 4.5: 57.9 (#123), Llama 4 Scout: 37.0 (#261)

Writing & Preference benchmarks
BenchmarkClaude Haiku 4.5Llama 4 Scout
LMArena Text13961279
LMArena Creative Writing13721249
WildBench83.9%78%
LMArena Multi-Turn14091280
EQ-Bench Creative Writing—783
EQ-Bench 41064—

Frequently asked questions

Is Claude Haiku 4.5 better than Llama 4 Scout?

Claude Haiku 4.5 is the stronger model overall, scoring 39.5 to 27.7 on the Noometry Index. Llama 4 Scout costs 13× less per token, which makes it the better buy when Claude Haiku 4.5's lead doesn't matter for your workload.

Which is cheaper, Claude Haiku 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; Claude Haiku 4.5 lists at $1 and $5.

Is Claude Haiku 4.5 or Llama 4 Scout better for coding?

Claude Haiku 4.5 scores higher on coding benchmarks: 44.0 versus 20.2 in the Noometry coding category.

Which has the bigger context window?

Claude Haiku 4.5 does, with 200K tokens against 128K.

How many benchmarks do Claude Haiku 4.5 and Llama 4 Scout share?

37 benchmarks have published results for both models. Claude Haiku 4.5 has 53 scored results on Noometry and Llama 4 Scout has 43.

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