As of October 20, 2026, Z.ai GLM 5V Turbo ranks #80 of 213 models overall with 23.5 on the Artificial Analysis Intelligence Index. Its strongest category is web design, where it ranks #60 of 131. Z.ai GLM 5V Turbo costs $1.20 per million input tokens and $4.00 per million output tokens. It was released on April 1, 2026.
Its output price ranks 242 of 349 priced models, counting from the cheapest.
GLM-5V-Turbo is Z.ai’s first native multimodal agent foundation model, built for vision-based coding and agent-driven tasks. It natively handles image, video, and text inputs, excels at long-horizon planning, complex coding,...
z-ai/glm-5v-turbo 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 3 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, AA Coding Index, LiveCodeBench (Vals AI), 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), LiveCodeBench (Artificial Analysis run), SciCode, Terminal-Bench, DeepSWE, FrontierCode, FrontierSWE, GSO-Bench, WeirdML, MirrorCode, Cybench, ALE-Bench
Not measured on Epoch Capabilities Index
Not measured on AA Agentic Index, 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 GPQA Diamond, LiveBench reasoning, MysteryMechanism (Vals AI), MMMU Pro (Vals AI), GPQA Diamond (Epoch AI run), ARC-AGI, ARC-AGI-2, Humanity's Last Exam, SimpleBench, Chess puzzles, Mystery game puzzles, EBR-bench, VPCT, BIG-Bench Hard
Not measured on AIME, MATH 500 (Vals AI), MGSM (Vals AI), AA Math Index, AIME 2025 (Artificial Analysis run), OTIS Mock AIME, FrontierMath, tiers 1 to 3, FrontierMath, tier 4, ProofBench, MATH level 5, GSM8K
Not measured on MMLU Pro, LegalBench (Vals AI), CaseLaw (Vals AI), CorpFin (Vals AI), TaxEval (Vals AI), MortgageTax (Vals AI), MedQA (Vals AI), MedCode (Vals AI), MMLU Pro (Artificial Analysis run), SimpleQA Verified, MMLU, GeoBench, AI2 Reasoning Challenge
Not measured on LiveBench design
Not measured on Vals Index, LiveBench data analysis, Public Benefits Bench (Vals AI), SAGE (Vals AI), MedScribe (Vals AI), Vals Multimodal Index, DTBench, LMCA, Fiction.LiveBench, Creative writing (Lech Mazur), CL-bench, Surface Evolver Bench, Furniture assembly, ExploitBench, HellaSwag, WinoGrande, PIQA, CL-bench Life, LMArena Text: Japanese
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 | Not measured | 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 | 1402 | 15% |
| Vals IndexGeneral | Not measured | Not in index |
| GPQA DiamondReasoning | Not measured | Not in index |
| AIMEMath | Not measured | Not in index |
| MMLU ProKnowledge | Not measured | Not in index |
| AA Intelligence IndexIntelligence | 23.5 | Not in index |
| AA Coding IndexCoding | Not measured | Not in index |
| AA Agentic IndexAgentic work | Not measured | Not in index |
| Design Arena: websitesWeb design | 1230 | Not in index |
| Design Arena: UI componentsWeb design | 1214 | Not in index |
| Design Arena: game devWeb design | 1218 | Not in index |
| Design Arena: data vizWeb design | 1202 | Not in index |
| Design Arena: 3DWeb design | 1209 | Not in index |
| Design Arena: all code categoriesWeb design | 1229 | Not in index |
| Design Arena: SVGWeb design | 1150 | Not in index |
| Design Arena: ASCII artWeb design | 1119 | Not in index |
| Design Arena: agents building web appsAgentic work | 1124 | Not in index |
| Design Arena: agents building full-stack appsAgentic work | 1149 | Not in index |
| Design Arena: agents building mobile appsAgentic work | 1134 | Not in index |
| Design Arena: agents building Android appsAgentic work | 1267 | Not in index |
| Design Arena: agents building Godot gamesAgentic work | 957 | Not in index |
| Design Arena: agents building gamesAgentic work | 1102 | Not in index |
| Design Arena: HTML slidesAgentic work | 1120 | Not in index |
| Design Arena: PowerPoint slidesAgentic work | 1151 | 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 | Not measured | 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 | Not measured | Not in index |
| MATH 500 (Vals AI)Math | Not measured | Not in index |
| MGSM (Vals AI)Math | Not measured | Not in index |
| SAGE (Vals AI)General | Not measured | Not in index |
| LegalBench (Vals AI)Knowledge | Not measured | Not in index |
| CaseLaw (Vals AI)Knowledge | Not measured | Not in index |
| CorpFin (Vals AI)Knowledge | Not measured | Not in index |
| TaxEval (Vals AI)Knowledge | Not measured | Not in index |
| MortgageTax (Vals AI)Knowledge | Not measured | Not in index |
| MedQA (Vals AI)Knowledge | Not measured | Not in index |
| MedCode (Vals AI)Knowledge | Not measured | Not in index |
| MedScribe (Vals AI)General | Not measured | Not in index |
| Vals Multimodal IndexGeneral | Not measured | Not in index |
| AA Math IndexMath | Not measured | Not in index |
| GPQA Diamond (Artificial Analysis run)Reasoning | 80.9% | Not in index |
| Humanity's Last Exam (Artificial Analysis run)Reasoning | 17.1% | Not in index |
| MMLU Pro (Artificial Analysis run)Knowledge | Not measured | Not in index |
| LiveCodeBench (Artificial Analysis run)Coding | Not measured | Not in index |
| SciCodeCoding | Not measured | Not in index |
| Terminal-Bench Hard (Artificial Analysis run)Coding | 32.6% | Not in index |
| IFBenchGeneral | 61.1% | Not in index |
| Long context reasoning (AA-LCR)General | 70.3% | Not in index |
| τ²-Bench TelecomAgentic work | 98.5% | Not in index |
| AIME 2025 (Artificial Analysis run)Math | Not measured | 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 | Not measured | Not in index |
| ARC-AGIReasoning | Not measured | Not in index |
| ARC-AGI-2Reasoning | Not measured | 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 | Not measured | 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 | Not measured | 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 | Not measured | Not in index |
| LMCAGeneral | Not measured | Not in index |
| Fiction.LiveBenchGeneral | Not measured | 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 | Not measured | Not in index |
| LMArena TextGeneral | 1438 | Not in index |
| LMArena Text: codingCoding | 1467 | Not in index |
| LMArena Text: hard promptsReasoning | 1444 | Not in index |
| LMArena Text: mathMath | 1441 | Not in index |
| LMArena Text: instruction followingGeneral | 1424 | Not in index |
| LMArena Text: creative writingGeneral | 1418 | Not in index |
| LMArena VisionGeneral | 1264 | Not in index |
| LMArena Text: EnglishGeneral | 1454 | Not in index |
| LMArena Text: non-EnglishGeneral | 1420 | Not in index |
| LMArena Text: ChineseGeneral | 1491 | Not in index |
| LMArena Text: GermanGeneral | 1424 | Not in index |
| LMArena Text: JapaneseGeneral | Not measured | Not in index |
| LMArena Text: KoreanGeneral | 1397 | Not in index |
| LMArena Text: FrenchGeneral | 1444 | Not in index |
| LMArena Text: SpanishGeneral | 1450 | Not in index |
| LMArena Text: RussianGeneral | 1432 | Not in index |
| LMArena Text: PolishGeneral | 1432 | Not in index |
| LMArena Text: multi-turnGeneral | 1432 | Not in index |
| LMArena Text: longer queriesGeneral | 1439 | Not in index |
| LMArena Text: expertReasoning | 1454 | Not in index |
| LMArena Text: hard prompts in EnglishReasoning | 1457 | Not in index |
| LMArena Text: software and ITCoding | 1460 | Not in index |
| LMArena Text: mathematical workMath | 1449 | Not in index |
| LMArena Text: scienceKnowledge | 1448 | Not in index |
| LMArena Text: medicine and healthcareKnowledge | 1433 | Not in index |
| LMArena Text: legal and governmentKnowledge | 1439 | Not in index |
| LMArena Text: business and financeKnowledge | 1435 | Not in index |
| LMArena Text: writing and languageGeneral | 1420 | Not in index |
| LMArena Text: entertainment and mediaGeneral | 1408 | Not in index |
| LMArena WebDev: ReactCoding | 1386 | Not in index |
| LMArena WebDev: HTMLCoding | 1356 | Not in index |
| LMArena WebDev: from an imageCoding | 1425 | Not in index |
| LMArena Vision: EnglishGeneral | 1274 | Not in index |
| LMArena Vision: ChineseGeneral | 1329 | Not in index |
| LMArena Vision: reading textGeneral | 1270 | Not in index |
| LMArena Vision: diagramsReasoning | 1286 | Not in index |
| LMArena Vision: homeworkReasoning | 1273 | Not in index |
| LMArena Vision: humorGeneral | 1268 | Not in index |
| LMArena Vision: captioningGeneral | 1264 | Not in index |
| LMArena Vision: recognizing thingsGeneral | 1241 | Not in index |
| LMArena Vision: creative writingGeneral | 1252 | Not in index |
| LMArena SearchAgentic work | Not measured | Not in index |
| LMArena DocumentGeneral | 1416 | 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.
Neither board that publishes what a SWE-bench Verified attempt costs, Vals AI and swebench.com, has run this model. We leave the number out rather than estimate it.
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 |
|---|---|---|---|
| LMArena WebDev | 1402 Elo | Not published | Votes 2,403 · Interval (±) ±13.2 |
| Design Arena: websites | 1230 Elo | Not published | Battles 26,493 |
| Design Arena: UI components | 1214 Elo | Not published | Battles 3,212 |
| Design Arena: game dev | 1218 Elo | Not published | Battles 7,864 |
| Design Arena: data viz | 1202 Elo | Not published | Battles 2,854 |
| Design Arena: 3D | 1209 Elo | Not published | Battles 13,379 |
| Design Arena: all code categories | 1229 Elo | Not published | Battles 47,102 |
| Design Arena: SVG | 1150 Elo | Not published | Battles 4,996 |
| Design Arena: ASCII art | 1119 Elo | Not published | Battles 477 |
| Design Arena: agents building web apps | 1124 Elo | Not published | Battles 5,385 |
| Design Arena: agents building full-stack apps | 1149 Elo | Not published | Battles 3,947 |
| Design Arena: agents building mobile apps | 1134 Elo | Not published | Battles 1,601 |
| Design Arena: agents building Godot games | 957 Elo | Not published | Battles 1,944 |
|---|---|---|---|
| Design Arena: agents building games | 1102 Elo | Not published | Battles 1,953 |
| Design Arena: HTML slides | 1120 Elo | Not published | Battles 2,275 |
| Design Arena: PowerPoint slides | 1151 Elo | Not published | Battles 775 |
| LMArena Text | 1438 Elo | Not published | Votes 10,482 · Interval (±) ±6.4 |
| LMArena Text: coding | 1467 Elo | Not published | Votes 2,944 · Interval (±) ±11.1 |
| LMArena Text: hard prompts | 1444 Elo | Not published | Votes 6,953 · Interval (±) ±7.6 |
| LMArena Text: math | 1441 Elo | Not published | Votes 486 · Interval (±) ±25.1 |
| LMArena Text: instruction following | 1424 Elo | Not published | Votes 3,699 · Interval (±) ±10.0 |
| LMArena Text: creative writing | 1418 Elo | Not published | Votes 1,969 · Interval (±) ±14.1 |
| LMArena Vision | 1264 Elo | Not published | Votes 42,757 · Interval (±) ±5.4 |
| LMArena Text: English | 1454 Elo | Not published | Votes 4,453 · Interval (±) ±9.0 |
| LMArena Text: non-English | 1420 Elo | Not published | Votes 6,027 · Interval (±) ±7.9 |
| LMArena Text: Chinese | 1491 Elo | Not published | Votes 769 · Interval (±) ±21.0 |
| LMArena Text: German | 1424 Elo | Not published | Votes 179 · Interval (±) ±42.9 |
| LMArena Text: Korean | 1397 Elo | Not published | Votes 220 · Interval (±) ±38.0 |
| LMArena Text: French | 1444 Elo | Not published | Votes 419 · Interval (±) ±29.4 |
| LMArena Text: Spanish | 1450 Elo | Not published | Votes 301 · Interval (±) ±35.3 |
| LMArena Text: Russian | 1432 Elo | Not published | Votes 1,115 · Interval (±) ±17.6 |
| LMArena Text: Polish | 1432 Elo | Not published | Votes 196 · Interval (±) ±41.4 |
| LMArena Text: multi-turn | 1432 Elo | Not published | Votes 1,732 · Interval (±) ±14.8 |
| LMArena Text: longer queries | 1439 Elo | Not published | Votes 4,899 · Interval (±) ±9.0 |
| LMArena Text: expert | 1454 Elo | Not published | Votes 1,210 · Interval (±) ±16.8 |
| LMArena Text: hard prompts in English | 1457 Elo | Not published | Votes 2,950 · Interval (±) ±11.0 |
| LMArena Text: software and IT | 1460 Elo | Not published | Votes 4,159 · Interval (±) ±9.3 |
| LMArena Text: mathematical work | 1449 Elo | Not published | Votes 599 · Interval (±) ±23.4 |
| LMArena Text: science | 1448 Elo | Not published | Votes 1,644 · Interval (±) ±14.5 |
| LMArena Text: medicine and healthcare | 1433 Elo | Not published | Votes 743 · Interval (±) ±21.7 |
| LMArena Text: legal and government | 1439 Elo | Not published | Votes 825 · Interval (±) ±20.4 |
| LMArena Text: business and finance | 1435 Elo | Not published | Votes 2,142 · Interval (±) ±12.8 |
| LMArena Text: writing and language | 1420 Elo | Not published | Votes 2,759 · Interval (±) ±11.8 |
| LMArena Text: entertainment and media | 1408 Elo | Not published | Votes 2,570 · Interval (±) ±12.1 |
| LMArena WebDev: React | 1386 Elo | Not published | Votes 1,725 · Interval (±) ±15.7 |
| LMArena WebDev: HTML | 1356 Elo | Not published | Votes 247 · Interval (±) ±42.7 |
| LMArena WebDev: from an image | 1425 Elo | Not published | Votes 1,560 · Interval (±) ±16.0 |
| LMArena Vision: English | 1274 Elo | Not published | Votes 17,081 · Interval (±) ±7.3 |
| LMArena Vision: Chinese | 1329 Elo | Not published | Votes 2,644 · Interval (±) ±14.3 |
| LMArena Vision: reading text | 1270 Elo | Not published | Votes 30,138 · Interval (±) ±5.2 |
| LMArena Vision: diagrams | 1286 Elo | Not published | Votes 11,284 · Interval (±) ±7.3 |
| LMArena Vision: homework | 1273 Elo | Not published | Votes 5,226 · Interval (±) ±9.3 |
| LMArena Vision: humor | 1268 Elo | Not published | Votes 1,765 · Interval (±) ±14.7 |
| LMArena Vision: captioning | 1264 Elo | Not published | Votes 53 · Interval (±) ±72.7 |
| LMArena Vision: recognizing things | 1241 Elo | Not published | Votes 231 · Interval (±) ±38.1 |
| LMArena Vision: creative writing | 1252 Elo | Not published | Votes 2,924 · Interval (±) ±11.7 |
| LMArena Document | 1416 Elo | Not published | Votes 6,995 · Interval (±) ±8.2 |