As of October 20, 2026, OpenAI GPT-5.4 Mini ranks #77 of 213 models overall with 24.1 on the Artificial Analysis Intelligence Index. Its strongest category is knowledge, where it ranks #62 of 147. OpenAI GPT-5.4 Mini costs $0.75 per million input tokens and $4.50 per million output tokens. It was released on March 17, 2026.
Its output price ranks 257 of 349 priced models, counting from the cheapest.
GPT-5.4 mini brings the core capabilities of GPT-5.4 to a faster, more efficient model optimized for high-throughput workloads. It supports text and image inputs with strong performance across reasoning, coding,...
openai/gpt-5.4-mini 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, IOI (Vals AI), SWE-bench Multimodal (Vals AI), Vibe Code Bench 1-100 (Vals AI), SkillsBench (Vals AI), CyberBench (Vals AI), LiveCodeBench (Artificial Analysis run), Terminal-Bench, DeepSWE, FrontierSWE, GSO-Bench, MirrorCode, Cybench, 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), Harvey's Legal Agent 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, PostTrainBench, TheAgentCompany, OSWorld, SpireClimb, Vending-Bench 2, LMArena Search
Not measured on LiveBench reasoning, MysteryMechanism (Vals AI), Humanity's Last Exam, SimpleBench, EBR-bench, VPCT, BIG-Bench Hard
Not measured on MATH 500 (Vals AI), MGSM (Vals AI), AA Math Index, AIME 2025 (Artificial Analysis run), MATH level 5, GSM8K
Not measured on LegalBench (Vals AI), MedQA (Vals AI), MedCode (Vals AI), MMLU Pro (Artificial Analysis run), MMLU, GeoBench, AI2 Reasoning Challenge
Not measured on Design Arena: websites, Design Arena: UI components, Design Arena: game dev, Design Arena: data viz, Design Arena: 3D, Design Arena: all code categories, Design Arena: SVG, Design Arena: ASCII art, LiveBench design
Not measured on Vals Index, LiveBench data analysis, Public Benefits Bench (Vals AI), MedScribe (Vals AI), Fiction.LiveBench, Creative writing (Lech Mazur), CL-bench, Surface Evolver Bench, Furniture assembly, ExploitBench, HellaSwag, WinoGrande, PIQA, CL-bench Life, LMArena Vision: captioning, 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 | 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 | 1397 | 15% |
| Vals IndexGeneral | Not measured | Not in index |
| GPQA DiamondReasoning | 83.1% | Not in index |
| AIMEMath | 95.6% | Not in index |
| MMLU ProKnowledge | 84.5% | Not in index |
| AA Intelligence IndexIntelligence | 24.1 | Not in index |
| AA Coding IndexCoding | 56.1 | Not in index |
| AA Agentic IndexAgentic work | 17.9 | Not in index |
| Design Arena: websitesWeb design | Not measured | Not in index |
| Design Arena: UI componentsWeb design | Not measured | Not in index |
| Design Arena: game devWeb design | Not measured | Not in index |
| Design Arena: data vizWeb design | Not measured | Not in index |
| Design Arena: 3DWeb design | Not measured | Not in index |
| Design Arena: all code categoriesWeb design | Not measured | 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 | 81.5% | Not in index |
| SWE-bench Verified (Vals AI)Coding | 73.0% | Not in index |
| Terminal-Bench 4 (Vals AI)Coding | 2.5% | Not in index |
| Vibe Code Bench (Vals AI)Coding | 48.0% | Not in index |
| Code migration (Vals AI)Coding | 12.9% | Not in index |
| ProgramBench (Vals AI)Coding | 0.0% | 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 | 54.7% | 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 | 45.4% | Not in index |
| Tax Agent Bench (Vals AI)Agentic work | 8.8% | Not in index |
| Legal Research Bench (Vals AI)Agentic work | 12.5% | Not in index |
| Harvey's Legal Agent Benchmark (Vals AI)Agentic work | Not measured | Not in index |
| Excel Modeling Benchmark (Vals AI)Agentic work | 45.4% | 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 | 79.3% | 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 | 50.8% | Not in index |
| LegalBench (Vals AI)Knowledge | Not measured | Not in index |
| CaseLaw (Vals AI)Knowledge | 51.7% | Not in index |
| CorpFin (Vals AI)Knowledge | 60.9% | Not in index |
| TaxEval (Vals AI)Knowledge | 71.2% | Not in index |
| MortgageTax (Vals AI)Knowledge | 63.5% | 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 | 54.2% | Not in index |
| AA Math IndexMath | Not measured | Not in index |
| GPQA Diamond (Artificial Analysis run)Reasoning | 87.5% | Not in index |
| Humanity's Last Exam (Artificial Analysis run)Reasoning | 28.1% | 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 | 52.1% | Not in index |
| Terminal-Bench Hard (Artificial Analysis run)Coding | 52.3% | Not in index |
| IFBenchGeneral | 73.3% | Not in index |
| Long context reasoning (AA-LCR)General | 77.0% | Not in index |
| τ²-Bench TelecomAgentic work | 83.3% | 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 | 27.0% | Not in index |
| FrontierSWECoding | Not measured | Not in index |
| GSO-BenchCoding | Not measured | Not in index |
| WeirdMLCoding | 60.3% | 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 | 36.3% | Not in index |
| PostTrainBenchAgentic work | Not measured | Not in index |
| GPQA Diamond (Epoch AI run)Reasoning | 86.9% | Not in index |
| ARC-AGIReasoning | 63.7% | Not in index |
| ARC-AGI-2Reasoning | 18.9% | Not in index |
| Humanity's Last ExamReasoning | Not measured | Not in index |
| SimpleBenchReasoning | Not measured | Not in index |
| Chess puzzlesReasoning | 23.0% | Not in index |
| Mystery game puzzlesReasoning | 11.0% | Not in index |
| EBR-benchReasoning | Not measured | Not in index |
| OTIS Mock AIMEMath | 88.9% | Not in index |
| FrontierMath, tiers 1 to 3Math | 51.2% | Not in index |
| FrontierMath, tier 4Math | 9.8% | Not in index |
| ProofBenchMath | 21.0% | Not in index |
| MATH level 5Math | Not measured | Not in index |
| GSM8KMath | Not measured | Not in index |
| SimpleQA VerifiedKnowledge | 29.4% | Not in index |
| MMLUKnowledge | Not measured | Not in index |
| GeoBenchKnowledge | Not measured | Not in index |
| DTBenchGeneral | 80.0% | Not in index |
| LMCAGeneral | 40.8% | 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 | 1188.6 | Not in index |
| Vending-Bench 2Agentic work | Not measured | Not in index |
| Epoch Capabilities IndexIntelligence | 148.8 | Not in index |
| LMArena TextGeneral | 1411 | Not in index |
| LMArena Text: codingCoding | 1438 | Not in index |
| LMArena Text: hard promptsReasoning | 1424 | Not in index |
| LMArena Text: mathMath | 1419 | Not in index |
| LMArena Text: instruction followingGeneral | 1405 | Not in index |
| LMArena Text: creative writingGeneral | 1370 | Not in index |
| LMArena VisionGeneral | 1245 | Not in index |
| LMArena Text: EnglishGeneral | 1412 | Not in index |
| LMArena Text: non-EnglishGeneral | 1405 | Not in index |
| LMArena Text: ChineseGeneral | 1446 | Not in index |
| LMArena Text: GermanGeneral | 1409 | Not in index |
| LMArena Text: JapaneseGeneral | 1375 | Not in index |
| LMArena Text: KoreanGeneral | 1371 | Not in index |
| LMArena Text: FrenchGeneral | 1440 | Not in index |
| LMArena Text: SpanishGeneral | 1404 | Not in index |
| LMArena Text: RussianGeneral | 1417 | Not in index |
| LMArena Text: PolishGeneral | 1415 | Not in index |
| LMArena Text: multi-turnGeneral | 1429 | Not in index |
| LMArena Text: longer queriesGeneral | 1407 | Not in index |
| LMArena Text: expertReasoning | 1435 | Not in index |
| LMArena Text: hard prompts in EnglishReasoning | 1420 | Not in index |
| LMArena Text: software and ITCoding | 1436 | Not in index |
| LMArena Text: mathematical workMath | 1429 | Not in index |
| LMArena Text: scienceKnowledge | 1417 | Not in index |
| LMArena Text: medicine and healthcareKnowledge | 1394 | Not in index |
| LMArena Text: legal and governmentKnowledge | 1415 | Not in index |
| LMArena Text: business and financeKnowledge | 1418 | Not in index |
| LMArena Text: writing and languageGeneral | 1393 | Not in index |
| LMArena Text: entertainment and mediaGeneral | 1373 | Not in index |
| LMArena WebDev: ReactCoding | 1386 | Not in index |
| LMArena WebDev: HTMLCoding | 1419 | Not in index |
| LMArena WebDev: from an imageCoding | Not measured | Not in index |
| LMArena Vision: EnglishGeneral | 1244 | Not in index |
| LMArena Vision: ChineseGeneral | 1286 | Not in index |
| LMArena Vision: reading textGeneral | 1253 | Not in index |
| LMArena Vision: diagramsReasoning | 1266 | Not in index |
| LMArena Vision: homeworkReasoning | 1285 | Not in index |
| LMArena Vision: humorGeneral | 1235 | Not in index |
| LMArena Vision: captioningGeneral | Not measured | Not in index |
| LMArena Vision: recognizing thingsGeneral | 1218 | Not in index |
| LMArena Vision: creative writingGeneral | 1222 | 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 (Vals AI) | 73.0% | $0.51 per test | Duration, as printed 5m 26s |
| Terminal-Bench 4 (Vals AI) | 2.5% | $1.44 per test | Duration, as printed 29m 30s |
| Vibe Code Bench (Vals AI) | 48.0% | $1.19 per test | Duration, as printed 34m 15s |
| Code migration (Vals AI) | 12.9% | $1.95 per test | Duration, as printed 28m 53s |
| Terminal-Bench 2.1 (Vals AI) | 54.7% | $0.29 per test | Duration, as printed 11m 13s |
| Finance Agent (Vals AI) | 45.4% | $1.20 per test | Duration, as printed 35m 54s |
| Tax Agent Bench (Vals AI) | 8.8% | $0.81 per test | Duration, as printed 16m 46s |
| Legal Research Bench (Vals AI) | 12.5% | $1.86 per test | Duration, as printed 37m 36s |
| Excel Modeling Benchmark (Vals AI) | 45.4% | $2.15 per test | Duration, as printed 43m 21s |
| Vals Multimodal Index | 54.2% | $0.49 per test | Duration, as printed 13m 08s |
| WeirdML | 60.3% | $1.291 per run | Median lines of code 503 |
| ARC-AGI | 63.7% | $0.51 per task | Nothing else |
| ARC-AGI-2 | 18.9% | $0.75 per task | Nothing else |
|---|---|---|---|
| ProofBench | 21.0% | $0.2494 per test | Time per proof 23m 31s |
| ALE-Bench | 1188.6 | $0.2714 per problem | Tokens per problem 72,952 |
| LMArena WebDev | 1397 Elo | Not published | Votes 11,942 · Interval (±) ±6.5 |
| GPQA Diamond | 83.1% | Not published | Latency, as printed 1m 03s |
| AIME | 95.6% | Not published | Latency, as printed 5m 00s |
| MMLU Pro | 84.5% | Not published | Latency, as printed 20 s |
| LiveCodeBench (Vals AI) | 81.5% | Not published | Latency, as printed 3m 09s |
| ProgramBench (Vals AI) | 0.0% | Not published | Duration, as printed 53m 45s |
| MMMU Pro (Vals AI) | 79.3% | Not published | Latency, as printed 51 s |
| SAGE (Vals AI) | 50.8% | Not published | Latency, as printed 2m 21s |
| CaseLaw (Vals AI) | 51.7% | Not published | Latency, as printed 58 s |
| CorpFin (Vals AI) | 60.9% | Not published | Latency, as printed 52 s |
| TaxEval (Vals AI) | 71.2% | Not published | Latency, as printed 45 s |
| MortgageTax (Vals AI) | 63.5% | Not published | Latency, as printed 2m 06s |
| LMArena Text | 1411 Elo | Not published | Votes 63,449 · Interval (±) ±3.7 |
| LMArena Text: coding | 1438 Elo | Not published | Votes 17,236 · Interval (±) ±5.8 |
| LMArena Text: hard prompts | 1424 Elo | Not published | Votes 41,651 · Interval (±) ±4.5 |
| LMArena Text: math | 1419 Elo | Not published | Votes 3,367 · Interval (±) ±10.7 |
| LMArena Text: instruction following | 1405 Elo | Not published | Votes 21,734 · Interval (±) ±5.4 |
| LMArena Text: creative writing | 1370 Elo | Not published | Votes 10,818 · Interval (±) ±6.9 |
| LMArena Vision | 1245 Elo | Not published | Votes 25,734 · Interval (±) ±6.2 |
| LMArena Text: English | 1412 Elo | Not published | Votes 29,159 · Interval (±) ±4.9 |
| LMArena Text: non-English | 1405 Elo | Not published | Votes 34,289 · Interval (±) ±4.6 |
| LMArena Text: Chinese | 1446 Elo | Not published | Votes 3,931 · Interval (±) ±10.1 |
| LMArena Text: German | 1409 Elo | Not published | Votes 934 · Interval (±) ±20.1 |
| LMArena Text: Japanese | 1375 Elo | Not published | Votes 624 · Interval (±) ±25.3 |
| LMArena Text: Korean | 1371 Elo | Not published | Votes 989 · Interval (±) ±19.9 |
| LMArena Text: French | 1440 Elo | Not published | Votes 2,227 · Interval (±) ±14.4 |
| LMArena Text: Spanish | 1404 Elo | Not published | Votes 1,906 · Interval (±) ±14.8 |
| LMArena Text: Russian | 1417 Elo | Not published | Votes 6,983 · Interval (±) ±7.9 |
| LMArena Text: Polish | 1415 Elo | Not published | Votes 1,193 · Interval (±) ±17.4 |
| LMArena Text: multi-turn | 1429 Elo | Not published | Votes 11,877 · Interval (±) ±6.6 |
| LMArena Text: longer queries | 1407 Elo | Not published | Votes 27,795 · Interval (±) ±5.2 |
| LMArena Text: expert | 1435 Elo | Not published | Votes 6,338 · Interval (±) ±8.1 |
| LMArena Text: hard prompts in English | 1420 Elo | Not published | Votes 19,862 · Interval (±) ±5.6 |
| LMArena Text: software and IT | 1436 Elo | Not published | Votes 25,039 · Interval (±) ±5.2 |
| LMArena Text: mathematical work | 1429 Elo | Not published | Votes 3,430 · Interval (±) ±10.8 |
| LMArena Text: science | 1417 Elo | Not published | Votes 10,529 · Interval (±) ±6.8 |
| LMArena Text: medicine and healthcare | 1394 Elo | Not published | Votes 4,762 · Interval (±) ±9.4 |
| LMArena Text: legal and government | 1415 Elo | Not published | Votes 5,073 · Interval (±) ±9.1 |
| LMArena Text: business and finance | 1418 Elo | Not published | Votes 12,859 · Interval (±) ±6.4 |
| LMArena Text: writing and language | 1393 Elo | Not published | Votes 15,847 · Interval (±) ±6.0 |
| LMArena Text: entertainment and media | 1373 Elo | Not published | Votes 13,900 · Interval (±) ±6.4 |
| LMArena WebDev: React | 1386 Elo | Not published | Votes 9,821 · Interval (±) ±7.1 |
| LMArena WebDev: HTML | 1419 Elo | Not published | Votes 1,438 · Interval (±) ±16.7 |
| LMArena Vision: English | 1244 Elo | Not published | Votes 10,694 · Interval (±) ±8.3 |
| LMArena Vision: Chinese | 1286 Elo | Not published | Votes 1,661 · Interval (±) ±17.1 |
| LMArena Vision: reading text | 1253 Elo | Not published | Votes 18,272 · Interval (±) ±6.2 |
| LMArena Vision: diagrams | 1266 Elo | Not published | Votes 6,940 · Interval (±) ±8.7 |
| LMArena Vision: homework | 1285 Elo | Not published | Votes 3,492 · Interval (±) ±10.9 |
| LMArena Vision: humor | 1235 Elo | Not published | Votes 868 · Interval (±) ±21.1 |
| LMArena Vision: recognizing things | 1218 Elo | Not published | Votes 183 · Interval (±) ±40.5 |
| LMArena Vision: creative writing | 1222 Elo | Not published | Votes 1,629 · Interval (±) ±15.5 |