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GLM 5V Turbo vs Llama 4 Scout

GLM 5V Turbo leads Llama 4 Scout on the Artificial Analysis Intelligence Index, 23.5 to 6.5, and Llama 4 Scout costs 8.0x less per output token ($0.50 vs $4.00 per million). Updated October 22, 2026; 47 benchmarks have a result for both.

Replace GLM 5V Turbo Replace Llama 4 Scout
GLM 5V TurboZ.ai
Coding
No data
Overall
No data
Output $/M
$4.00
47
Llama 4 ScoutMeta Llama
Coding
No data
Overall
24.9
Output $/M
$0.50
0
vs boards won of 47 shared

GLM 5V Turbo or Llama 4 Scout: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Compare them on price, context and the boards below.

Model AGLM 5V TurboZ.aiNot benchmarked1 independent benchmarkNo cost per solved taskModel BLlama 4 ScoutMeta LlamaNot benchmarkedNo coding benchmark$1.276 per solved task
Shared results
47
GLM 5V Turbo only
18
Llama 4 Scout only
35
Like-for-like categories
8 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GLM 5V Turbo not benchmarked, Llama 4 Scout not benchmarked.
Widest category
Agentic work, 83.0 points apart on average over 1 shared benchmark.
Widest single gap
τ²-Bench Telecom: GLM 5V Turbo 98.5% against Llama 4 Scout 15.5%, 83.0 points apart on a 0 to 100 scale.
Output price
GLM 5V Turbo $4.00 against Llama 4 Scout $0.50 per million output tokens, 8.0x apart.
Context window
GLM 5V Turbo takes 203K tokens, Llama 4 Scout 1.31M.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryGLM 5V TurboBarsLlama 4 ScoutTies
Coding30
Intelligence10
Agentic work10
Reasoning70
Math20
Knowledge40
Web design50
General240
All shared boards470
CodingLike-for-likeSix of these boards feed the Vibe Coding Index30
Coding benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
SWE-bench VerifiedNot measured9.1%Only Llama 4 Scout measured
LMArena WebDev1402Not measuredOnly GLM 5V Turbo measured
AA Coding IndexNot measured8.2Only Llama 4 Scout measured
LiveCodeBench (Vals AI)Not measured38.5%Only Llama 4 Scout measured
LiveCodeBench (Artificial Analysis run)Not measured29.9%Only Llama 4 Scout measured
SciCodeNot measured21.3%Only Llama 4 Scout measured
Terminal-Bench Hard (Artificial Analysis run)32.6%1.5%GLM 5V Turbo
LMArena Text: coding14661286GLM 5V Turbo
LMArena Text: software and IT14601286GLM 5V Turbo
LMArena WebDev: React1386Not measuredOnly GLM 5V Turbo measured
LMArena WebDev: HTML1356Not measuredOnly GLM 5V Turbo measured
LMArena WebDev: from an image1425Not measuredOnly GLM 5V Turbo measured
Neither model has a result on the other 27 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
AA Intelligence Index23.56.5GLM 5V Turbo
Epoch Capabilities IndexNot measured129.6Only Llama 4 Scout measured
Agentic workLike-for-likePublic boards, shown as published, kept out of the index10
Agentic work benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
AA Agentic IndexNot measured0.5Only Llama 4 Scout measured
Design Arena: agents building web apps1124Not measuredOnly GLM 5V Turbo measured
Design Arena: agents building full-stack apps1149Not measuredOnly GLM 5V Turbo measured
Design Arena: agents building mobile apps1134Not measuredOnly GLM 5V Turbo measured
Design Arena: agents building Android apps1267Not measuredOnly GLM 5V Turbo measured
Design Arena: agents building Godot games957Not measuredOnly GLM 5V Turbo measured
Design Arena: agents building games1102Not measuredOnly GLM 5V Turbo measured
Design Arena: HTML slides1070Not measuredOnly GLM 5V Turbo measured
Design Arena: PowerPoint slides1127Not measuredOnly GLM 5V Turbo measured
τ²-Bench Telecom98.5%15.5%GLM 5V Turbo
Berkeley Function Calling Leaderboard (BFCL)Not measured28.1%Only Llama 4 Scout measured
Neither model has a result on the other 30 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index70
Reasoning benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
GPQA DiamondNot measured47.0%Only Llama 4 Scout measured
MMMU Pro (Vals AI)Not measured58.8%Only Llama 4 Scout measured
GPQA Diamond (Artificial Analysis run)80.9%58.7%GLM 5V Turbo
Humanity's Last Exam (Artificial Analysis run)17.1%3.8%GLM 5V Turbo
GPQA Diamond (Epoch AI run)Not measured51.8%Only Llama 4 Scout measured
ARC-AGINot measured0.5%Only Llama 4 Scout measured
ARC-AGI-2Not measured0.0%Only Llama 4 Scout measured
LMArena Text: hard prompts14431266GLM 5V Turbo
LMArena Text: expert14531235GLM 5V Turbo
LMArena Text: hard prompts in English14561293GLM 5V Turbo
LMArena Vision: diagrams12861125GLM 5V Turbo
LMArena Vision: homework12731148GLM 5V Turbo
Kagi LLM BenchmarkNot measured36.9%Only Llama 4 Scout measured
Neither model has a result on the other 9 boards here
MathLike-for-likePublic boards, shown as published, kept out of the index20
Math benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
AIMENot measured19.0%Only Llama 4 Scout measured
MATH 500 (Vals AI)Not measured79.2%Only Llama 4 Scout measured
MGSM (Vals AI)Not measured88.0%Only Llama 4 Scout measured
AA Math IndexNot measured14.0Only Llama 4 Scout measured
AIME 2025 (Artificial Analysis run)Not measured14.0%Only Llama 4 Scout measured
OTIS Mock AIMENot measured7.8%Only Llama 4 Scout measured
MATH level 5Not measured62.3%Only Llama 4 Scout measured
LMArena Text: math14421287GLM 5V Turbo
LMArena Text: mathematical work14471286GLM 5V Turbo
Neither model has a result on the other 4 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index40
Knowledge benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
MMLU ProNot measured69.6%Only Llama 4 Scout measured
LegalBench (Vals AI)Not measured72.0%Only Llama 4 Scout measured
CorpFin (Vals AI)Not measured46.8%Only Llama 4 Scout measured
TaxEval (Vals AI)Not measured55.2%Only Llama 4 Scout measured
MortgageTax (Vals AI)Not measured57.8%Only Llama 4 Scout measured
MedQA (Vals AI)Not measured50.9%Only Llama 4 Scout measured
MedCode (Vals AI)Not measured23.3%Only Llama 4 Scout measured
MMLU Pro (Artificial Analysis run)Not measured75.2%Only Llama 4 Scout measured
LMArena Text: science14481278GLM 5V Turbo
LMArena Text: medicine and healthcare14331275GLM 5V Turbo
LMArena Text: legal and government14361285GLM 5V Turbo
LMArena Text: business and finance14351257GLM 5V Turbo
Neither model has a result on the other 6 boards here
Web designLike-for-likePublic boards, shown as published, kept out of the index50
Web design benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
Design Arena: websites1230750GLM 5V Turbo
Design Arena: UI components1210765GLM 5V Turbo
Design Arena: game dev1218772GLM 5V Turbo
Design Arena: data viz1202896GLM 5V Turbo
Design Arena: 3D1208Not measuredOnly GLM 5V Turbo measured
Design Arena: all code categories1228789GLM 5V Turbo
Design Arena: SVG1151Not measuredOnly GLM 5V Turbo measured
Design Arena: ASCII art1117Not measuredOnly GLM 5V Turbo measured
Neither model has a result on the other 1 board here
GeneralLike-for-likePublic boards, shown as published, kept out of the index240
General benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
SAGE (Vals AI)Not measured34.8%Only Llama 4 Scout measured
MedScribe (Vals AI)Not measured50.6%Only Llama 4 Scout measured
IFBench61.1%39.5%GLM 5V Turbo
Long context reasoning (AA-LCR)70.3%27.7%GLM 5V Turbo
DTBenchNot measured57.9%Only Llama 4 Scout measured
LMCANot measured12.0%Only Llama 4 Scout measured
Fiction.LiveBenchNot measured36.0%Only Llama 4 Scout measured
LMArena Text14371279GLM 5V Turbo
LMArena Text: instruction following14231248GLM 5V Turbo
LMArena Text: creative writing14171249GLM 5V Turbo
LMArena Vision12641118GLM 5V Turbo
LMArena Text: English14541304GLM 5V Turbo
LMArena Text: non-English14201252GLM 5V Turbo
LMArena Text: Chinese14911255GLM 5V Turbo
LMArena Text: German14221273GLM 5V Turbo
LMArena Text: JapaneseNot measured1206Only Llama 4 Scout measured
LMArena Text: Korean13971207GLM 5V Turbo
LMArena Text: French14431283GLM 5V Turbo
LMArena Text: Spanish14521278GLM 5V Turbo
LMArena Text: Russian14321263GLM 5V Turbo
LMArena Text: Polish14321265GLM 5V Turbo
LMArena Text: multi-turn14311280GLM 5V Turbo
LMArena Text: longer queries14381265GLM 5V Turbo
LMArena Text: writing and language14201269GLM 5V Turbo
LMArena Text: entertainment and media14071242GLM 5V Turbo
LMArena Vision: English12741143GLM 5V Turbo
LMArena Vision: Chinese13291106GLM 5V Turbo
LMArena Vision: reading text12701117GLM 5V Turbo
LMArena Vision: humor12681102GLM 5V Turbo
LMArena Vision: captioning1264Not measuredOnly GLM 5V Turbo measured
LMArena Vision: recognizing things1241Not measuredOnly GLM 5V Turbo measured
LMArena Vision: creative writing12521126GLM 5V Turbo
LMArena Document1416Not measuredOnly GLM 5V Turbo measured
Neither model has a result on the other 13 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for GLM 5V Turbo and Llama 4 Scout
BenchmarkGLM 5V TurboLlama 4 ScoutLeader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GLM 5V Turbo$0.0032Fits in one request
Llama 4 Scout$0.0004Fits in one request

Llama 4 Scout costs less

Repository review

50K input + 3K output tokens

GLM 5V Turbo$0.072Fits in one request
Llama 4 Scout$0.010Fits in one request

Llama 4 Scout costs less

Agent loop

200K input + 10K output tokens

GLM 5V Turbo$0.280Exceeds the context window
Llama 4 Scout$0.040Fits in one request

Llama 4 Scout costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GLM 5V Turbo and Llama 4 Scout
SpecificationZ.ai GLM 5V TurboMeta Llama 4 Scout
MakerZ.aiMeta Llama
WeightsNo public weights listedOpen weights
ReleasedApril 1, 2026April 5, 2025
Context window203K1.31M
Input $/Mtok$1.20$0.175
Output $/Mtok$4.00$0.50
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it10
Cost per solved taskNot computable$1.276
SourceOpenRouter listingOpenRouter listing

Questions

Is GLM 5V Turbo better than Llama 4 Scout for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.

Which is cheaper, GLM 5V Turbo or Llama 4 Scout?

GLM 5V Turbo costs $1.20 per million input tokens and $4.00 per million output tokens; Llama 4 Scout costs $0.175 and $0.50. Cost per solved task is known for Llama 4 Scout only.

Which has the bigger context window, GLM 5V Turbo or Llama 4 Scout?

Llama 4 Scout, with 1.31M tokens against 203K.

How many benchmarks is the GLM 5V Turbo vs Llama 4 Scout comparison based on?

47 benchmarks have a result for both models as of October 22, 2026. GLM 5V Turbo's coding index rests on 1 independent benchmark and Llama 4 Scout's on 0. Where only one model has a result, the page says so instead of naming a winner.

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