As of October 20, 2026, OpenAI GPT-5 ranks #82 of 213 models overall with 23.0 on the Artificial Analysis Intelligence Index. Its strongest category is coding, where it ranks #25 of 136. OpenAI GPT-5 costs $1.25 per million input tokens and $10.00 per million output tokens. It was released on August 7, 2025.
Its output price ranks 282 of 349 priced models, counting from the cheapest.
GPT-5 is OpenAI’s most advanced model, offering major improvements in reasoning, code quality, and user experience. It is optimized for complex tasks that require step-by-step reasoning, instruction following, and accuracy...
openai/gpt-5 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 5 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, Terminal-Bench 4 (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), SciCode, DeepSWE, FrontierCode, FrontierSWE, MirrorCode, Cybench, LMArena WebDev: React, LMArena WebDev: from an image
Not measured on AA Agentic Index, 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, OSWorld 2.0, PostTrainBench, TheAgentCompany, OSWorld, SpireClimb, Vending-Bench 2, LMArena Search
Not measured on LiveBench reasoning, MysteryMechanism (Vals AI), BIG-Bench Hard
Not measured on GSM8K
Not measured on MMLU, AI2 Reasoning Challenge
Not measured on LiveBench design
Not measured on Vals Index, LiveBench data analysis, Public Benefits Bench (Vals AI), Vals Multimodal Index, CL-bench, Surface Evolver Bench, Furniture assembly, ExploitBench, HellaSwag, WinoGrande, PIQA, CL-bench Life, 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 | 88.0% | 35% |
| SWE-bench VerifiedCoding | 74.4% | 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 | 1418 | 15% |
| Vals IndexGeneral | Not measured | Not in index |
| GPQA DiamondReasoning | 85.6% | Not in index |
| AIMEMath | 93.4% | Not in index |
| MMLU ProKnowledge | 86.5% | Not in index |
| AA Intelligence IndexIntelligence | 23.0 | Not in index |
| AA Coding IndexCoding | 37.8 | Not in index |
| AA Agentic IndexAgentic work | Not measured | Not in index |
| Design Arena: websitesWeb design | 1185 | Not in index |
| Design Arena: UI componentsWeb design | 1180 | Not in index |
| Design Arena: game devWeb design | 1185 | Not in index |
| Design Arena: data vizWeb design | 1221 | Not in index |
| Design Arena: 3DWeb design | 1056 | Not in index |
| Design Arena: all code categoriesWeb design | 1168 | Not in index |
| Design Arena: SVGWeb design | 1188 | Not in index |
| Design Arena: ASCII artWeb design | 1141 | 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 | 85.9% | Not in index |
| SWE-bench Verified (Vals AI)Coding | 69.0% | Not in index |
| Terminal-Bench 4 (Vals AI)Coding | Not measured | Not in index |
| Vibe Code Bench (Vals AI)Coding | 20.1% | 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 | 81.5% | Not in index |
| MATH 500 (Vals AI)Math | 96.0% | Not in index |
| MGSM (Vals AI)Math | 92.8% | Not in index |
| SAGE (Vals AI)General | 43.7% | Not in index |
| LegalBench (Vals AI)Knowledge | 86.0% | Not in index |
| CaseLaw (Vals AI)Knowledge | 66.5% | Not in index |
| CorpFin (Vals AI)Knowledge | 61.1% | Not in index |
| TaxEval (Vals AI)Knowledge | 73.4% | Not in index |
| MortgageTax (Vals AI)Knowledge | 65.5% | Not in index |
| MedQA (Vals AI)Knowledge | 96.3% | Not in index |
| MedCode (Vals AI)Knowledge | 49.6% | Not in index |
| MedScribe (Vals AI)General | 83.7% | Not in index |
| Vals Multimodal IndexGeneral | Not measured | Not in index |
| AA Math IndexMath | 94.3 | Not in index |
| GPQA Diamond (Artificial Analysis run)Reasoning | 85.4% | Not in index |
| Humanity's Last Exam (Artificial Analysis run)Reasoning | 28.5% | Not in index |
| MMLU Pro (Artificial Analysis run)Knowledge | 87.1% | Not in index |
| LiveCodeBench (Artificial Analysis run)Coding | 84.6% | Not in index |
| SciCodeCoding | Not measured | Not in index |
| Terminal-Bench Hard (Artificial Analysis run)Coding | 37.9% | Not in index |
| IFBenchGeneral | 73.1% | Not in index |
| Long context reasoning (AA-LCR)General | 78.2% | Not in index |
| τ²-Bench TelecomAgentic work | 86.5% | Not in index |
| AIME 2025 (Artificial Analysis run)Math | 94.3% | Not in index |
| Terminal-BenchCoding | 49.6% | Not in index |
| DeepSWECoding | Not measured | Not in index |
| FrontierCodeCoding | Not measured | Not in index |
| FrontierSWECoding | Not measured | Not in index |
| GSO-BenchCoding | 6.9% | Not in index |
| WeirdMLCoding | 60.7% | Not in index |
| MirrorCodeCoding | Not measured | Not in index |
| APEX-AgentsAgentic work | Not measured | Not in index |
| METR time horizonsAgentic work | 69.6% | Not in index |
| Remote Labor IndexAgentic work | 1.7% | Not in index |
| GDPvalAgentic work | 34.8% | Not in index |
| OSWorld 2.0Agentic work | Not measured | Not in index |
| BALROGAgentic work | 32.8% | Not in index |
| DeepResearch BenchAgentic work | 49.6% | Not in index |
| PostTrainBenchAgentic work | Not measured | Not in index |
| GPQA Diamond (Epoch AI run)Reasoning | 86.2% | Not in index |
| ARC-AGIReasoning | 65.7% | Not in index |
| ARC-AGI-2Reasoning | 9.9% | Not in index |
| Humanity's Last ExamReasoning | 25.3% | Not in index |
| SimpleBenchReasoning | 56.7% | Not in index |
| Chess puzzlesReasoning | 36.0% | Not in index |
| Mystery game puzzlesReasoning | 23.0% | Not in index |
| EBR-benchReasoning | 12.7% | Not in index |
| OTIS Mock AIMEMath | 91.4% | Not in index |
| FrontierMath, tiers 1 to 3Math | 55.4% | Not in index |
| FrontierMath, tier 4Math | 22.0% | Not in index |
| ProofBenchMath | 18.0% | Not in index |
| MATH level 5Math | 98.1% | Not in index |
| GSM8KMath | Not measured | Not in index |
| SimpleQA VerifiedKnowledge | 50.1% | Not in index |
| MMLUKnowledge | Not measured | Not in index |
| GeoBenchKnowledge | 81.0% | Not in index |
| DTBenchGeneral | 90.7% | Not in index |
| LMCAGeneral | 40.0% | Not in index |
| Fiction.LiveBenchGeneral | 97.2% | Not in index |
| Creative writing (Lech Mazur)General | 86.0% | 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 | 66.0% | 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 | 807.6 | Not in index |
| Vending-Bench 2Agentic work | Not measured | Not in index |
| Epoch Capabilities IndexIntelligence | 150.0 | Not in index |
| LMArena TextGeneral | 1406 | Not in index |
| LMArena Text: codingCoding | 1436 | Not in index |
| LMArena Text: hard promptsReasoning | 1415 | Not in index |
| LMArena Text: mathMath | 1407 | Not in index |
| LMArena Text: instruction followingGeneral | 1388 | Not in index |
| LMArena Text: creative writingGeneral | 1365 | Not in index |
| LMArena VisionGeneral | 1232 | Not in index |
| LMArena Text: EnglishGeneral | 1409 | Not in index |
| LMArena Text: non-EnglishGeneral | 1397 | Not in index |
| LMArena Text: ChineseGeneral | 1422 | Not in index |
| LMArena Text: GermanGeneral | 1416 | Not in index |
| LMArena Text: JapaneseGeneral | 1409 | Not in index |
| LMArena Text: KoreanGeneral | 1360 | Not in index |
| LMArena Text: FrenchGeneral | 1409 | Not in index |
| LMArena Text: SpanishGeneral | 1399 | Not in index |
| LMArena Text: RussianGeneral | 1407 | Not in index |
| LMArena Text: PolishGeneral | 1431 | Not in index |
| LMArena Text: multi-turnGeneral | 1426 | Not in index |
| LMArena Text: longer queriesGeneral | 1399 | Not in index |
| LMArena Text: expertReasoning | 1419 | Not in index |
| LMArena Text: hard prompts in EnglishReasoning | 1419 | Not in index |
| LMArena Text: software and ITCoding | 1420 | Not in index |
| LMArena Text: mathematical workMath | 1405 | Not in index |
| LMArena Text: scienceKnowledge | 1416 | Not in index |
| LMArena Text: medicine and healthcareKnowledge | 1413 | Not in index |
| LMArena Text: legal and governmentKnowledge | 1431 | Not in index |
| LMArena Text: business and financeKnowledge | 1400 | Not in index |
| LMArena Text: writing and languageGeneral | 1384 | Not in index |
| LMArena Text: entertainment and mediaGeneral | 1379 | Not in index |
| LMArena WebDev: ReactCoding | Not measured | Not in index |
| LMArena WebDev: HTMLCoding | 1427 | Not in index |
| LMArena WebDev: from an imageCoding | Not measured | Not in index |
| LMArena Vision: EnglishGeneral | 1231 | Not in index |
| LMArena Vision: ChineseGeneral | 1267 | Not in index |
| LMArena Vision: reading textGeneral | 1246 | Not in index |
| LMArena Vision: diagramsReasoning | 1252 | Not in index |
| LMArena Vision: homeworkReasoning | 1278 | Not in index |
| LMArena Vision: humorGeneral | 1219 | Not in index |
| LMArena Vision: captioningGeneral | 1212 | Not in index |
| LMArena Vision: recognizing thingsGeneral | 1263 | Not in index |
| LMArena Vision: creative writingGeneral | 1210 | 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 |
|---|---|---|---|
| Aider polyglot | 88.0% | $29.08 of the run | Solved on the first try 52.0% · Edits well formed 91.6% · Time per exercise 3m 14s · Input tokens, whole run 2.7M · Output tokens, whole run 2.6M |
| SWE-bench Verified (Vals AI) | 69.0% | $0.27 per test | Duration, as printed 3m 53s |
| Vibe Code Bench (Vals AI) | 20.1% | $1.53 per test | Duration, as printed 30m 52s |
| WeirdML | 60.7% | $0.5932 per run | Median lines of code 328 |
| ARC-AGI | 65.7% | $0.5087 per task | Nothing else |
| ARC-AGI-2 | 9.9% | $0.7302 per task | Nothing else |
| ProofBench | 18.0% | $0.8524 per test | Time per proof 1h 16m |
| ALE-Bench | 807.6 | $0.0437 per problem | Tokens per problem 7,007 |
| LMArena WebDev | 1418 Elo | Not published | Votes 3,092 · Interval (±) ±15.6 |
| GPQA Diamond | 85.6% | Not published | Latency, as printed 2m 50s |
| AIME | 93.4% | Not published | Latency, as printed 4m 52s |
| MMLU Pro | 86.5% | Not published | Latency, as printed 37 s |
| Design Arena: websites | 1185 Elo | Not published | Battles 22,203 |
|---|---|---|---|
| Design Arena: UI components | 1180 Elo | Not published | Battles 458 |
| Design Arena: game dev | 1185 Elo | Not published | Battles 1,283 |
| Design Arena: data viz | 1221 Elo | Not published | Battles 233 |
| Design Arena: 3D | 1056 Elo | Not published | Battles 3,973 |
| Design Arena: all code categories | 1168 Elo | Not published | Battles 13,485 |
| Design Arena: SVG | 1188 Elo | Not published | Battles 1,688 |
| Design Arena: ASCII art | 1141 Elo | Not published | Battles 312 |
| LiveCodeBench (Vals AI) | 85.9% | Not published | Latency, as printed 2m 30s |
| MMMU Pro (Vals AI) | 81.5% | Not published | Latency, as printed 1m 12s |
| MATH 500 (Vals AI) | 96.0% | Not published | Latency, as printed 32 s |
| MGSM (Vals AI) | 92.8% | Not published | Latency, as printed 20 s |
| SAGE (Vals AI) | 43.7% | Not published | Latency, as printed 59 s |
| LegalBench (Vals AI) | 86.0% | Not published | Latency, as printed 19 s |
| CaseLaw (Vals AI) | 66.5% | Not published | Latency, as printed 2m 03s |
| CorpFin (Vals AI) | 61.1% | Not published | Latency, as printed 2m 41s |
| TaxEval (Vals AI) | 73.4% | Not published | Latency, as printed 1m 19s |
| MortgageTax (Vals AI) | 65.5% | Not published | Latency, as printed 1m 03s |
| MedQA (Vals AI) | 96.3% | Not published | Latency, as printed 36 s |
| MedCode (Vals AI) | 49.6% | Not published | Latency, as printed 58 s |
| MedScribe (Vals AI) | 83.7% | Not published | Latency, as printed 3m 05s |
| LMArena Text | 1406 Elo | Not published | Votes 31,722 · Interval (±) ±4.4 |
| LMArena Text: coding | 1436 Elo | Not published | Votes 6,400 · Interval (±) ±7.9 |
| LMArena Text: hard prompts | 1415 Elo | Not published | Votes 15,057 · Interval (±) ±5.7 |
| LMArena Text: math | 1407 Elo | Not published | Votes 1,779 · Interval (±) ±13.7 |
| LMArena Text: instruction following | 1388 Elo | Not published | Votes 8,373 · Interval (±) ±7.1 |
| LMArena Text: creative writing | 1365 Elo | Not published | Votes 4,015 · Interval (±) ±9.5 |
| LMArena Vision | 1232 Elo | Not published | Votes 39,894 · Interval (±) ±7.0 |
| LMArena Text: English | 1409 Elo | Not published | Votes 13,606 · Interval (±) ±5.8 |
| LMArena Text: non-English | 1397 Elo | Not published | Votes 18,083 · Interval (±) ±5.4 |
| LMArena Text: Chinese | 1422 Elo | Not published | Votes 2,342 · Interval (±) ±12.3 |
| LMArena Text: German | 1416 Elo | Not published | Votes 748 · Interval (±) ±22.2 |
| LMArena Text: Japanese | 1409 Elo | Not published | Votes 524 · Interval (±) ±27.1 |
| LMArena Text: Korean | 1360 Elo | Not published | Votes 820 · Interval (±) ±21.3 |
| LMArena Text: French | 1409 Elo | Not published | Votes 433 · Interval (±) ±28.7 |
| LMArena Text: Spanish | 1399 Elo | Not published | Votes 900 · Interval (±) ±20.3 |
| LMArena Text: Russian | 1407 Elo | Not published | Votes 2,173 · Interval (±) ±12.4 |
| LMArena Text: Polish | 1431 Elo | Not published | Votes 1,795 · Interval (±) ±14.6 |
| LMArena Text: multi-turn | 1426 Elo | Not published | Votes 5,682 · Interval (±) ±8.3 |
| LMArena Text: longer queries | 1399 Elo | Not published | Votes 6,840 · Interval (±) ±7.5 |
| LMArena Text: expert | 1419 Elo | Not published | Votes 1,695 · Interval (±) ±14.8 |
| LMArena Text: hard prompts in English | 1419 Elo | Not published | Votes 6,658 · Interval (±) ±7.7 |
| LMArena Text: software and IT | 1420 Elo | Not published | Votes 10,822 · Interval (±) ±6.4 |
| LMArena Text: mathematical work | 1405 Elo | Not published | Votes 1,767 · Interval (±) ±14.2 |
| LMArena Text: science | 1416 Elo | Not published | Votes 5,009 · Interval (±) ±8.5 |
| LMArena Text: medicine and healthcare | 1413 Elo | Not published | Votes 1,783 · Interval (±) ±14.6 |
| LMArena Text: legal and government | 1431 Elo | Not published | Votes 1,900 · Interval (±) ±13.7 |
| LMArena Text: business and finance | 1400 Elo | Not published | Votes 5,586 · Interval (±) ±8.3 |
| LMArena Text: writing and language | 1384 Elo | Not published | Votes 6,777 · Interval (±) ±7.5 |
| LMArena Text: entertainment and media | 1379 Elo | Not published | Votes 5,876 · Interval (±) ±8.1 |
| LMArena WebDev: HTML | 1427 Elo | Not published | Votes 3,092 · Interval (±) ±16.7 |
| LMArena Vision: English | 1231 Elo | Not published | Votes 18,691 · Interval (±) ±9.7 |
| LMArena Vision: Chinese | 1267 Elo | Not published | Votes 2,052 · Interval (±) ±16.8 |
| LMArena Vision: reading text | 1246 Elo | Not published | Votes 10,674 · Interval (±) ±9.1 |
| LMArena Vision: diagrams | 1252 Elo | Not published | Votes 2,522 · Interval (±) ±13.3 |
| LMArena Vision: homework | 1278 Elo | Not published | Votes 1,325 · Interval (±) ±16.8 |
| LMArena Vision: humor | 1219 Elo | Not published | Votes 1,448 · Interval (±) ±20.3 |
| LMArena Vision: captioning | 1212 Elo | Not published | Votes 375 · Interval (±) ±31.7 |
| LMArena Vision: recognizing things | 1263 Elo | Not published | Votes 432 · Interval (±) ±30.1 |
| LMArena Vision: creative writing | 1210 Elo | Not published | Votes 1,297 · Interval (±) ±19.4 |