Model comparison

Gemini 3.1 Flash Lite vs Llama 4 Scout

Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.4 to 27.4 on the Noometry Index. Llama 4 Scout costs 3.7× less per token, which makes it the better buy when Gemini 3.1 Flash Lite's lead doesn't matter for your workload.

Last verified . 28 shared benchmarks.

Gemini 3.1 Flash Lite Google

40.4

Rank #141 Confirmed

Llama 4 Scout Meta

27.4

Rank #323 Confirmed

Summary

  • They share 28 benchmarks with published results for both. Gemini 3.1 Flash Lite scores higher in 10 categories and Llama 4 Scout in 0 categories; 10 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Gemini 3.1 Flash Lite leads 61.0 to 37.1.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 80% for Gemini 3.1 Flash Lite and 7.8% for Llama 4 Scout.
  • Llama 4 Scout is cheaper at $0.10 / $0.30 per million input/output tokens, against $0.25 / $1.50 for Gemini 3.1 Flash Lite.
  • Gemini 3.1 Flash Lite accepts more context: 1.05M tokens versus 128K.
  • Llama 4 Scout has downloadable open weights; the other is API-only.

Side by side

Gemini 3.1 Flash Lite and Llama 4 Scout specifications
Gemini 3.1 Flash LiteLlama 4 Scout
ProviderGoogleMeta
Noometry Index40.427.4
Released2026-03-032025-04-05
WeightsProprietaryOpen
Context window1.05M128K
Max output66K4K
Input $ / M tokens$0.25$0.10
Output $ / M tokens$1.50$0.30
Results tracked3843

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Category by category

Coding Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 37.5 (#179), Llama 4 Scout: 19.9 (#334)

Coding benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
SciCode41.9%17%
LMArena Coding14001286
SWE-bench Verified (bash only)—9.1%
LMArena WebDev1256—
WeirdML52.2%—
BigCodeBench Complete—43.1%
ALE-Bench797.73—

Agentic & Tool Use Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 29.9 (#72), Llama 4 Scout: 24.4 (#109)

Agentic & Tool Use benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
Berkeley Function Calling Leaderboard—28.1%
DeepResearch Bench37.3%—

Reasoning Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 22.3 (#181), Llama 4 Scout: 9.2 (#339)

Reasoning benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
Kagi LLM Benchmark67.2%36.9%
CritPt1.1%0%
LMArena Hard Prompts14071266
DTBench76.8%57.9%
LMCA35%12%
Epoch Capabilities Index144.45129.64
ForecastBench54.457.5
ARC-AGI-2—0%
NYT Connections (extended)8.2%—
ARC-AGI-1—0.5%
Chess Puzzles25%—
EnigmaEval3%—
Thematic Generalization63.3%—

Math Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 39.5 (#82), Llama 4 Scout: 18.4 (#280)

Math benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
OTIS Mock AIME 2024-202580%7.8%
LMArena Math14271286
FrontierMath (Tiers 1-3)27.7%—
Omni-MATH—37.3%
MATH Level 5—62.3%
FrontierMath (Feb 2025 set)—0%

Knowledge Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 41.7 (#95), Llama 4 Scout: 31.8 (#208)

Knowledge benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
GPQA Diamond81.8%51.8%
Vectara Hallucination Rate8.2%7.7%
LMArena Expert13971236
Humanity's Last Exam8.6%—
MMLU-Pro—74.2%
GPQA (HELM)—50.7%

Multimodal Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 38.7 (#57), Llama 4 Scout: 31.6 (#98)

Multimodal benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
LMArena Vision12401118
SpatialViz-Bench—34.2%

Multilingual Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 52.5 (#82), Llama 4 Scout: 41.3 (#207)

Multilingual benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
LMArena Non-English14101253
LMArena Chinese14611256
LMArena French14231283
LMArena German14291274
LMArena Japanese14111209
LMArena Korean13931207
LMArena Russian14201263
LMArena Spanish14201277

Instruction Following Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 72.9 (#126), Llama 4 Scout: 66.0 (#212)

Instruction Following benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
LMArena Instruction Following13761248
IFEval—81.8%

Long Context Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 42.5 (#117), Llama 4 Scout: 27.5 (#289)

Long Context benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
LMArena Longer Query13941265
Fiction.LiveBench—36%

Writing & Preference Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 61.0 (#90), Llama 4 Scout: 37.1 (#256)

Writing & Preference benchmarks
BenchmarkGemini 3.1 Flash LiteLlama 4 Scout
LMArena Text14161279
LMArena Creative Writing14011249
LMArena Multi-Turn14171281
EQ-Bench Creative Writing—783
WildBench—78%

Frequently asked questions

Is Gemini 3.1 Flash Lite better than Llama 4 Scout?

Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.4 to 27.4 on the Noometry Index. Llama 4 Scout costs 3.7× less per token, which makes it the better buy when Gemini 3.1 Flash Lite's lead doesn't matter for your workload.

Which is cheaper, Gemini 3.1 Flash Lite 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; Gemini 3.1 Flash Lite lists at $0.25 and $1.50.

Is Gemini 3.1 Flash Lite or Llama 4 Scout better for coding?

Gemini 3.1 Flash Lite scores higher on coding benchmarks: 37.5 versus 19.9 in the Noometry coding category.

Which has the bigger context window?

Gemini 3.1 Flash Lite does, with 1.05M tokens against 128K.

How many benchmarks do Gemini 3.1 Flash Lite and Llama 4 Scout share?

28 benchmarks have published results for both models. Gemini 3.1 Flash Lite has 38 scored results on Noometry and Llama 4 Scout has 43.

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