As of October 20, 2026, Meta Llama 4 Scout ranks #197 of 213 models overall with 6.5 on the Artificial Analysis Intelligence Index. Its strongest category is knowledge, where it ranks #122 of 147. Meta Llama 4 Scout costs $0.10 per million input tokens and $0.30 per million output tokens. It was released on April 5, 2025.
Its output price ranks 61 of 349 priced models, counting from the cheapest.
Llama 4 Scout 17B Instruct (16E) is a mixture-of-experts (MoE) language model developed by Meta, activating 17 billion parameters out of a total of 109B. It supports native multimodal input...
meta-llama/llama-4-scout The tick on a coding bar is the median of every model measured on it. Outside coding, the place is this model's rank on that board. A board that never ran the model says so.
Measured in 6 of 6 categories. A place counts only the models measured on that board.
The index averages only the coding benchmarks that have a result; the others are skipped, never filled in. How it is weighted
Not measured on SWE-bench Lite, SWE-bench (full test set), SWE-bench Multimodal, SWE-bench Multilingual, SWE-bench Verified (Vals AI), Terminal-Bench 4 (Vals AI), Vibe Code Bench (Vals AI), Code migration (Vals AI), ProgramBench (Vals AI), IOI (Vals AI), Terminal-Bench 2.1 (Vals AI), SWE-bench Multimodal (Vals AI), Vibe Code Bench 1-100 (Vals AI), SkillsBench (Vals AI), CyberBench (Vals AI), Terminal-Bench, DeepSWE, FrontierCode, FrontierSWE, GSO-Bench, WeirdML, MirrorCode, Cybench, ALE-Bench, LMArena WebDev: React, LMArena WebDev: HTML, LMArena WebDev: from an image
Not measured on Design Arena: agents building web apps, Design Arena: agents building full-stack apps, Design Arena: agents building mobile apps, Design Arena: agents building Android apps, Design Arena: agents building Godot games, Design Arena: agents building games, Design Arena: HTML slides, Design Arena: PowerPoint slides, Design Arena: spreadsheets, LiveBench research, LiveBench browser, LiveBench long agentic, SREBench (Vals AI), Finance Agent (Vals AI), Tax Agent Bench (Vals AI), Legal Research Bench (Vals AI), Harvey's Legal Agent Benchmark (Vals AI), Excel Modeling Benchmark (Vals AI), BioMysteryBench (Vals AI), Terminal-Bench-Science (Vals AI), Vals Science Index, Time Horizon Index (Vals AI), CUA-bench (Vals AI), Robo-bench (Vals AI), APEX-Agents, METR time horizons, Remote Labor Index, GDPval, OSWorld 2.0, BALROG, DeepResearch Bench, PostTrainBench, TheAgentCompany, OSWorld, SpireClimb, Vending-Bench 2, LMArena Search
Not measured on LiveBench reasoning, MysteryMechanism (Vals AI), Humanity's Last Exam, SimpleBench, Chess puzzles, Mystery game puzzles, EBR-bench, VPCT, BIG-Bench Hard
Not measured on FrontierMath, tiers 1 to 3, FrontierMath, tier 4, ProofBench, GSM8K
Not measured on CaseLaw (Vals AI), SimpleQA Verified, MMLU, GeoBench, AI2 Reasoning Challenge
Not measured on Design Arena: 3D, Design Arena: SVG, Design Arena: ASCII art, LiveBench design
Not measured on Vals Index, LiveBench data analysis, Public Benefits Bench (Vals AI), Vals Multimodal Index, Creative writing (Lech Mazur), CL-bench, Surface Evolver Bench, Furniture assembly, ExploitBench, HellaSwag, WinoGrande, PIQA, CL-bench Life, LMArena Vision: captioning, LMArena Vision: recognizing things, LMArena Document
Not measured on Design Arena: images, Design Arena: graphic design, Design Arena: logos, LMArena Text to Image, LMArena Image Edit
Public boards shown as published (Vals AI, Artificial Analysis, Design Arena) and kept out of the coding index. Each links to its source on the benchmark page.
| Benchmark | Result | Index weight |
|---|---|---|
| Aider polyglotCoding | Not measured | 35% |
| SWE-bench VerifiedCoding | 9.1% | 30% |
| SWE-bench LiteCoding | Not measured | Not in index |
| SWE-bench (full test set)Coding | Not measured | Not in index |
| SWE-bench MultimodalCoding | Not measured | Not in index |
| SWE-bench MultilingualCoding | Not measured | Not in index |
| LiveBench codingCoding | Not measured | 20% |
| LMArena WebDevCoding | Not measured | 15% |
| Vals IndexGeneral | Not measured | Not in index |
| GPQA DiamondReasoning | 47.0% | Not in index |
| AIMEMath | 19.0% | Not in index |
| MMLU ProKnowledge | 69.6% | Not in index |
| AA Intelligence IndexIntelligence | 6.5 | Not in index |
| AA Coding IndexCoding | 8.2 | Not in index |
| AA Agentic IndexAgentic work | 0.5 | Not in index |
| Design Arena: websitesWeb design | 750 | Not in index |
| Design Arena: UI componentsWeb design | 768 | Not in index |
| Design Arena: game devWeb design | 773 | Not in index |
| Design Arena: data vizWeb design | 896 | Not in index |
| Design Arena: 3DWeb design | Not measured | Not in index |
| Design Arena: all code categoriesWeb design | 790 | Not in index |
| Design Arena: SVGWeb design | Not measured | Not in index |
| Design Arena: ASCII artWeb design | Not measured | Not in index |
| Design Arena: agents building web appsAgentic work | Not measured | Not in index |
| Design Arena: agents building full-stack appsAgentic work | Not measured | Not in index |
| Design Arena: agents building mobile appsAgentic work | Not measured | Not in index |
| Design Arena: agents building Android appsAgentic work | Not measured | Not in index |
| Design Arena: agents building Godot gamesAgentic work | Not measured | Not in index |
| Design Arena: agents building gamesAgentic work | Not measured | Not in index |
| Design Arena: HTML slidesAgentic work | Not measured | Not in index |
| Design Arena: PowerPoint slidesAgentic work | Not measured | Not in index |
| Design Arena: spreadsheetsAgentic work | Not measured | Not in index |
| Design Arena: imagesImage generation | Not measured | Not in index |
| Design Arena: graphic designImage generation | Not measured | Not in index |
| Design Arena: logosImage generation | Not measured | Not in index |
| LiveBench reasoningReasoning | Not measured | Not in index |
| LiveBench data analysisGeneral | Not measured | Not in index |
| LiveBench researchAgentic work | Not measured | Not in index |
| LiveBench browserAgentic work | Not measured | Not in index |
| LiveBench long agenticAgentic work | Not measured | Not in index |
| LiveBench designWeb design | Not measured | Not in index |
| LiveCodeBench (Vals AI)Coding | 38.5% | Not in index |
| SWE-bench Verified (Vals AI)Coding | Not measured | Not in index |
| Terminal-Bench 4 (Vals AI)Coding | Not measured | Not in index |
| Vibe Code Bench (Vals AI)Coding | Not measured | Not in index |
| Code migration (Vals AI)Coding | Not measured | Not in index |
| ProgramBench (Vals AI)Coding | Not measured | Not in index |
| SREBench (Vals AI)Agentic work | Not measured | Not in index |
| IOI (Vals AI)Coding | Not measured | Not in index |
| Terminal-Bench 2.1 (Vals AI)Coding | Not measured | Not in index |
| SWE-bench Multimodal (Vals AI)Coding | Not measured | Not in index |
| Vibe Code Bench 1-100 (Vals AI)Coding | Not measured | Not in index |
| SkillsBench (Vals AI)Coding | Not measured | Not in index |
| CyberBench (Vals AI)Coding | Not measured | Not in index |
| Finance Agent (Vals AI)Agentic work | Not measured | Not in index |
| Tax Agent Bench (Vals AI)Agentic work | Not measured | Not in index |
| Legal Research Bench (Vals AI)Agentic work | Not measured | Not in index |
| Harvey's Legal Agent Benchmark (Vals AI)Agentic work | Not measured | Not in index |
| Excel Modeling Benchmark (Vals AI)Agentic work | Not measured | Not in index |
| BioMysteryBench (Vals AI)Agentic work | Not measured | Not in index |
| Terminal-Bench-Science (Vals AI)Agentic work | Not measured | Not in index |
| Vals Science IndexAgentic work | Not measured | Not in index |
| Time Horizon Index (Vals AI)Agentic work | Not measured | Not in index |
| CUA-bench (Vals AI)Agentic work | Not measured | Not in index |
| Robo-bench (Vals AI)Agentic work | Not measured | Not in index |
| Public Benefits Bench (Vals AI)General | Not measured | Not in index |
| MysteryMechanism (Vals AI)Reasoning | Not measured | Not in index |
| MMMU Pro (Vals AI)Reasoning | 58.8% | Not in index |
| MATH 500 (Vals AI)Math | 79.2% | Not in index |
| MGSM (Vals AI)Math | 88.0% | Not in index |
| SAGE (Vals AI)General | 34.8% | Not in index |
| LegalBench (Vals AI)Knowledge | 72.0% | Not in index |
| CaseLaw (Vals AI)Knowledge | Not measured | Not in index |
| CorpFin (Vals AI)Knowledge | 46.8% | Not in index |
| TaxEval (Vals AI)Knowledge | 55.2% | Not in index |
| MortgageTax (Vals AI)Knowledge | 57.8% | Not in index |
| MedQA (Vals AI)Knowledge | 50.9% | Not in index |
| MedCode (Vals AI)Knowledge | 23.3% | Not in index |
| MedScribe (Vals AI)General | 50.6% | Not in index |
| Vals Multimodal IndexGeneral | Not measured | Not in index |
| AA Math IndexMath | 14.0 | Not in index |
| GPQA Diamond (Artificial Analysis run)Reasoning | 58.7% | Not in index |
| Humanity's Last Exam (Artificial Analysis run)Reasoning | 3.8% | Not in index |
| MMLU Pro (Artificial Analysis run)Knowledge | 75.2% | Not in index |
| LiveCodeBench (Artificial Analysis run)Coding | 29.9% | Not in index |
| SciCodeCoding | 21.3% | Not in index |
| Terminal-Bench Hard (Artificial Analysis run)Coding | 1.5% | Not in index |
| IFBenchGeneral | 39.5% | Not in index |
| Long context reasoning (AA-LCR)General | 27.7% | Not in index |
| τ²-Bench TelecomAgentic work | 15.5% | Not in index |
| AIME 2025 (Artificial Analysis run)Math | 14.0% | Not in index |
| Terminal-BenchCoding | Not measured | Not in index |
| DeepSWECoding | Not measured | Not in index |
| FrontierCodeCoding | Not measured | Not in index |
| FrontierSWECoding | Not measured | Not in index |
| GSO-BenchCoding | Not measured | Not in index |
| WeirdMLCoding | Not measured | Not in index |
| MirrorCodeCoding | Not measured | Not in index |
| APEX-AgentsAgentic work | Not measured | Not in index |
| METR time horizonsAgentic work | Not measured | Not in index |
| Remote Labor IndexAgentic work | Not measured | Not in index |
| GDPvalAgentic work | Not measured | Not in index |
| OSWorld 2.0Agentic work | Not measured | Not in index |
| BALROGAgentic work | Not measured | Not in index |
| DeepResearch BenchAgentic work | Not measured | Not in index |
| PostTrainBenchAgentic work | Not measured | Not in index |
| GPQA Diamond (Epoch AI run)Reasoning | 51.8% | Not in index |
| ARC-AGIReasoning | 0.5% | Not in index |
| ARC-AGI-2Reasoning | 0.0% | Not in index |
| Humanity's Last ExamReasoning | Not measured | Not in index |
| SimpleBenchReasoning | Not measured | Not in index |
| Chess puzzlesReasoning | Not measured | Not in index |
| Mystery game puzzlesReasoning | Not measured | Not in index |
| EBR-benchReasoning | Not measured | Not in index |
| OTIS Mock AIMEMath | 7.8% | Not in index |
| FrontierMath, tiers 1 to 3Math | Not measured | Not in index |
| FrontierMath, tier 4Math | Not measured | Not in index |
| ProofBenchMath | Not measured | Not in index |
| MATH level 5Math | 62.3% | Not in index |
| GSM8KMath | Not measured | Not in index |
| SimpleQA VerifiedKnowledge | Not measured | Not in index |
| MMLUKnowledge | Not measured | Not in index |
| GeoBenchKnowledge | Not measured | Not in index |
| DTBenchGeneral | 57.9% | Not in index |
| LMCAGeneral | 12.0% | Not in index |
| Fiction.LiveBenchGeneral | 36.0% | Not in index |
| Creative writing (Lech Mazur)General | Not measured | Not in index |
| CL-benchGeneral | Not measured | Not in index |
| Surface Evolver BenchGeneral | Not measured | Not in index |
| Furniture assemblyGeneral | Not measured | Not in index |
| ExploitBenchGeneral | Not measured | Not in index |
| CybenchCoding | Not measured | Not in index |
| TheAgentCompanyAgentic work | Not measured | Not in index |
| OSWorldAgentic work | Not measured | Not in index |
| SpireClimbAgentic work | Not measured | Not in index |
| VPCTReasoning | Not measured | Not in index |
| BIG-Bench HardReasoning | Not measured | Not in index |
| AI2 Reasoning ChallengeKnowledge | Not measured | Not in index |
| HellaSwagGeneral | Not measured | Not in index |
| WinoGrandeGeneral | Not measured | Not in index |
| PIQAGeneral | Not measured | Not in index |
| CL-bench LifeGeneral | Not measured | Not in index |
| ALE-BenchCoding | Not measured | Not in index |
| Vending-Bench 2Agentic work | Not measured | Not in index |
| Epoch Capabilities IndexIntelligence | 129.7 | Not in index |
| LMArena TextGeneral | 1279 | Not in index |
| LMArena Text: codingCoding | 1286 | Not in index |
| LMArena Text: hard promptsReasoning | 1266 | Not in index |
| LMArena Text: mathMath | 1287 | Not in index |
| LMArena Text: instruction followingGeneral | 1248 | Not in index |
| LMArena Text: creative writingGeneral | 1249 | Not in index |
| LMArena VisionGeneral | 1118 | Not in index |
| LMArena Text: EnglishGeneral | 1304 | Not in index |
| LMArena Text: non-EnglishGeneral | 1252 | Not in index |
| LMArena Text: ChineseGeneral | 1254 | Not in index |
| LMArena Text: GermanGeneral | 1273 | Not in index |
| LMArena Text: JapaneseGeneral | 1206 | Not in index |
| LMArena Text: KoreanGeneral | 1207 | Not in index |
| LMArena Text: FrenchGeneral | 1282 | Not in index |
| LMArena Text: SpanishGeneral | 1278 | Not in index |
| LMArena Text: RussianGeneral | 1263 | Not in index |
| LMArena Text: PolishGeneral | 1265 | Not in index |
| LMArena Text: multi-turnGeneral | 1280 | Not in index |
| LMArena Text: longer queriesGeneral | 1265 | Not in index |
| LMArena Text: expertReasoning | 1235 | Not in index |
| LMArena Text: hard prompts in EnglishReasoning | 1293 | Not in index |
| LMArena Text: software and ITCoding | 1286 | Not in index |
| LMArena Text: mathematical workMath | 1286 | Not in index |
| LMArena Text: scienceKnowledge | 1278 | Not in index |
| LMArena Text: medicine and healthcareKnowledge | 1275 | Not in index |
| LMArena Text: legal and governmentKnowledge | 1284 | Not in index |
| LMArena Text: business and financeKnowledge | 1257 | Not in index |
| LMArena Text: writing and languageGeneral | 1269 | Not in index |
| LMArena Text: entertainment and mediaGeneral | 1242 | Not in index |
| LMArena WebDev: ReactCoding | Not measured | Not in index |
| LMArena WebDev: HTMLCoding | Not measured | Not in index |
| LMArena WebDev: from an imageCoding | Not measured | Not in index |
| LMArena Vision: EnglishGeneral | 1143 | Not in index |
| LMArena Vision: ChineseGeneral | 1106 | Not in index |
| LMArena Vision: reading textGeneral | 1117 | Not in index |
| LMArena Vision: diagramsReasoning | 1125 | Not in index |
| LMArena Vision: homeworkReasoning | 1148 | Not in index |
| LMArena Vision: humorGeneral | 1102 | Not in index |
| LMArena Vision: captioningGeneral | Not measured | Not in index |
| LMArena Vision: recognizing thingsGeneral | Not measured | Not in index |
| LMArena Vision: creative writingGeneral | 1126 | Not in index |
| LMArena SearchAgentic work | Not measured | Not in index |
| LMArena DocumentGeneral | Not measured | Not in index |
| LMArena Text to ImageImage generation | Not measured | Not in index |
| LMArena Image EditImage generation | Not measured | Not in index |
A list price says what a token costs. The cost per solved task says what a working answer costs, which is the number that decides.
Beside a result, many boards publish what the run cost, how long it took, the tokens it spent or the votes behind a rating. Each figure as its board printed it, one board per row.
| Board | Result | What the run cost | Also published |
|---|---|---|---|
| SWE-bench Verified | 9.1% | $0.1156 per attempt | Nothing else |
| ARC-AGI | 0.5% | $0.0041 per task | Nothing else |
| ARC-AGI-2 | 0.0% | $0.0062 per task | Nothing else |
| GPQA Diamond | 47.0% | Not published | Latency, as printed 12 s |
| AIME | 19.0% | Not published | Latency, as printed 22 s |
| MMLU Pro | 69.6% | Not published | Latency, as printed 5.3 s |
| Design Arena: websites | 750 Elo | Not published | Battles 752 |
| Design Arena: UI components | 768 Elo | Not published | Battles 157 |
| Design Arena: game dev | 773 Elo | Not published | Battles 175 |
| Design Arena: all code categories | 790 Elo | Not published | Battles 1,275 |
| LiveCodeBench (Vals AI) | 38.5% | Not published | Latency, as printed 17 s |
| MMMU Pro (Vals AI) | 58.8% | Not published | Latency, as printed 11 s |
| MATH 500 (Vals AI) | 79.2% | Not published | Latency, as printed 11 s |
|---|---|---|---|
| MGSM (Vals AI) | 88.0% | Not published | Latency, as printed 3.5 s |
| SAGE (Vals AI) | 34.8% | Not published | Latency, as printed 33 s |
| LegalBench (Vals AI) | 72.0% | Not published | Latency, as printed 0.4 s |
| CorpFin (Vals AI) | 46.8% | Not published | Latency, as printed 9.7 s |
| TaxEval (Vals AI) | 55.2% | Not published | Latency, as printed 7.0 s |
| MortgageTax (Vals AI) | 57.8% | Not published | Latency, as printed 2.4 s |
| MedQA (Vals AI) | 50.9% | Not published | Latency, as printed 4.8 s |
| MedCode (Vals AI) | 23.3% | Not published | Latency, as printed 11 s |
| MedScribe (Vals AI) | 50.6% | Not published | Latency, as printed 11 s |
| LMArena Text | 1279 Elo | Not published | Votes 29,826 · Interval (±) ±4.7 |
| LMArena Text: coding | 1286 Elo | Not published | Votes 5,227 · Interval (±) ±8.5 |
| LMArena Text: hard prompts | 1266 Elo | Not published | Votes 12,901 · Interval (±) ±6.2 |
| LMArena Text: math | 1287 Elo | Not published | Votes 1,942 · Interval (±) ±13.2 |
| LMArena Text: instruction following | 1248 Elo | Not published | Votes 7,477 · Interval (±) ±7.3 |
| LMArena Text: creative writing | 1249 Elo | Not published | Votes 3,760 · Interval (±) ±10.0 |
| LMArena Vision | 1118 Elo | Not published | Votes 6,446 · Interval (±) ±9.4 |
| LMArena Text: English | 1304 Elo | Not published | Votes 13,040 · Interval (±) ±6.0 |
| LMArena Text: non-English | 1252 Elo | Not published | Votes 16,775 · Interval (±) ±5.7 |
| LMArena Text: Chinese | 1254 Elo | Not published | Votes 2,082 · Interval (±) ±13.9 |
| LMArena Text: German | 1273 Elo | Not published | Votes 797 · Interval (±) ±21.7 |
| LMArena Text: Japanese | 1206 Elo | Not published | Votes 764 · Interval (±) ±22.3 |
| LMArena Text: Korean | 1207 Elo | Not published | Votes 650 · Interval (±) ±25.2 |
| LMArena Text: French | 1282 Elo | Not published | Votes 427 · Interval (±) ±29.6 |
| LMArena Text: Spanish | 1278 Elo | Not published | Votes 710 · Interval (±) ±23.8 |
| LMArena Text: Russian | 1263 Elo | Not published | Votes 2,274 · Interval (±) ±12.3 |
| LMArena Text: Polish | 1265 Elo | Not published | Votes 2,468 · Interval (±) ±13.0 |
| LMArena Text: multi-turn | 1280 Elo | Not published | Votes 5,230 · Interval (±) ±8.7 |
| LMArena Text: longer queries | 1265 Elo | Not published | Votes 5,809 · Interval (±) ±8.3 |
| LMArena Text: expert | 1235 Elo | Not published | Votes 1,535 · Interval (±) ±15.6 |
| LMArena Text: hard prompts in English | 1293 Elo | Not published | Votes 5,735 · Interval (±) ±8.2 |
| LMArena Text: software and IT | 1286 Elo | Not published | Votes 9,503 · Interval (±) ±6.8 |
| LMArena Text: mathematical work | 1286 Elo | Not published | Votes 1,804 · Interval (±) ±13.7 |
| LMArena Text: science | 1278 Elo | Not published | Votes 4,979 · Interval (±) ±9.0 |
| LMArena Text: medicine and healthcare | 1275 Elo | Not published | Votes 1,816 · Interval (±) ±14.7 |
| LMArena Text: legal and government | 1284 Elo | Not published | Votes 1,978 · Interval (±) ±13.8 |
| LMArena Text: business and finance | 1257 Elo | Not published | Votes 4,922 · Interval (±) ±9.0 |
| LMArena Text: writing and language | 1269 Elo | Not published | Votes 6,706 · Interval (±) ±7.7 |
| LMArena Text: entertainment and media | 1242 Elo | Not published | Votes 5,278 · Interval (±) ±8.5 |
| LMArena Vision: English | 1143 Elo | Not published | Votes 3,098 · Interval (±) ±12.4 |
| LMArena Vision: Chinese | 1106 Elo | Not published | Votes 278 · Interval (±) ±36.3 |
| LMArena Vision: reading text | 1117 Elo | Not published | Votes 2,788 · Interval (±) ±12.4 |
| LMArena Vision: diagrams | 1125 Elo | Not published | Votes 845 · Interval (±) ±20.1 |
| LMArena Vision: homework | 1148 Elo | Not published | Votes 477 · Interval (±) ±26.0 |
| LMArena Vision: humor | 1102 Elo | Not published | Votes 191 · Interval (±) ±44.9 |
| LMArena Vision: creative writing | 1126 Elo | Not published | Votes 238 · Interval (±) ±41.0 |