# MiniMax M2.7 As of October 22, 2026, MiniMax M2.7 ranks #84 of 123 models overall with 44.5 ±14.3 on the LLMBenchmark Index. MiniMax M2.7 ranks #54 of 133 in web design, its strongest category. MiniMax M2.7 costs $0.30 per million input tokens and $1.20 per million output tokens. MiniMax M2.7 was released on March 18, 2026. Page: https://llmbenchmark.ai/models/minimax-minimax-m2-7 Data from October 22, 2026. Every figure below names the board it was read from and the day. - Maker: MiniMax - Released: March 18, 2026 - Price per million input tokens: $0.30 - Price per million output tokens: $1.20 - Context window: 205K tokens - Overall rank: 84 of 123, by the LLMBenchmark Index - LLMBenchmark Index: 44.5 ±14.3 (90% margin, from 3 of 7 inputs) - Artificial Analysis Intelligence Index: 22.8 - Vibe Coding Index: 36.2 (from 3 of 6 coding benchmarks) Benchmark results (74 of 195): - LMArena WebDev: 1399 Elo (source: LMArena WebDev, read October 22, 2026) - GPQA Diamond: 86.6% (source: GPQA (Vals AI), read October 22, 2026) - AIME: 91.0% (source: AIME (Vals AI), read October 22, 2026) - MMLU Pro: 80.4% (source: MMLU Pro (Vals AI), read October 22, 2026) - AA Intelligence Index: 22.8 (source: Artificial Analysis (via OpenRouter), read October 22, 2026) - AA Coding Index: 52.6 (source: Artificial Analysis (via OpenRouter), read October 22, 2026) - AA Agentic Index: 15.3 (source: Artificial Analysis (via OpenRouter), read October 22, 2026) - Design Arena: websites: 1243 Elo (source: Design Arena, read October 22, 2026) - Design Arena: UI components: 1210 Elo (source: Design Arena, read October 22, 2026) - Design Arena: game dev: 1209 Elo (source: Design Arena, read October 22, 2026) - Design Arena: data viz: 1233 Elo (source: Design Arena, read October 22, 2026) - Design Arena: 3D: 1195 Elo (source: Design Arena, read October 22, 2026) - Design Arena: all code categories: 1233 Elo (source: Design Arena, read October 22, 2026) - Design Arena: SVG: 1137 Elo (source: Design Arena, read October 22, 2026) - Design Arena: ASCII art: 1136 Elo (source: Design Arena, read October 22, 2026) - LiveCodeBench (Vals AI): 79.9% (source: Vals AI boards, read October 22, 2026) - SWE-bench Verified (Vals AI): 73.8% (source: Vals AI boards, read October 22, 2026) - Vibe Code Bench (Vals AI): 11.9% (source: Vals AI boards, read October 22, 2026) - Code migration (Vals AI): 8.7% (source: Vals AI boards, read October 22, 2026) - ProgramBench (Vals AI): 0.0% (source: Vals AI boards, read October 22, 2026) - Terminal-Bench 2.1 (Vals AI): 48.7% (source: Vals AI boards, read October 22, 2026) - Finance Agent (Vals AI): 27.9% (source: Vals AI boards, read October 22, 2026) - Tax Agent Bench (Vals AI): 6.9% (source: Vals AI boards, read October 22, 2026) - Legal Research Bench (Vals AI): 10.6% (source: Vals AI boards, read October 22, 2026) - Excel Modeling Benchmark (Vals AI): 28.4% (source: Vals AI boards, read October 22, 2026) - LegalBench (Vals AI): 84.0% (source: Vals AI boards, read October 22, 2026) - CaseLaw (Vals AI): 60.9% (source: Vals AI boards, read October 22, 2026) - CorpFin (Vals AI): 61.2% (source: Vals AI boards, read October 22, 2026) - TaxEval (Vals AI): 66.6% (source: Vals AI boards, read October 22, 2026) - MedCode (Vals AI): 34.4% (source: Vals AI boards, read October 22, 2026) - MedScribe (Vals AI): 79.9% (source: Vals AI boards, read October 22, 2026) - GPQA Diamond (Artificial Analysis run): 87.4% (source: Artificial Analysis, read October 22, 2026) - Humanity's Last Exam (Artificial Analysis run): 29.6% (source: Artificial Analysis, read October 22, 2026) - SciCode: 50.1% (source: Artificial Analysis, read October 22, 2026) - Terminal-Bench Hard (Artificial Analysis run): 39.4% (source: Artificial Analysis, read October 22, 2026) - IFBench: 75.7% (source: Artificial Analysis, read October 22, 2026) - Long context reasoning (AA-LCR): 78.3% (source: Artificial Analysis, read October 22, 2026) - τ²-Bench Telecom: 84.8% (source: Artificial Analysis, read October 22, 2026) - Terminal-Bench: 45.1% (source: Epoch AI benchmarking hub, read October 22, 2026) - WeirdML: 37.0% (source: Epoch AI benchmarking hub, read October 22, 2026) - ProofBench: 3.0% (source: Epoch AI benchmarking hub, read October 22, 2026) - ExploitBench: 13.3% (source: Epoch AI benchmarking hub, read October 22, 2026) - ALE-Bench: 599.3 (source: ALE-Bench (Sakana AI), read October 22, 2026) - Epoch Capabilities Index: 145.8 (source: Epoch AI benchmarking hub, read October 22, 2026) - LMArena Text: 1405 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: coding: 1454 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: hard prompts: 1422 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: math: 1421 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: instruction following: 1405 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: creative writing: 1354 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: English: 1426 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: non-English: 1382 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Chinese: 1442 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: German: 1398 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Japanese: 1260 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Korean: 1314 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: French: 1424 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Spanish: 1402 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Russian: 1383 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: Polish: 1387 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: multi-turn: 1412 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: longer queries: 1418 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: expert: 1443 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: hard prompts in English: 1441 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: software and IT: 1446 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: mathematical work: 1437 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: science: 1416 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: medicine and healthcare: 1409 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: legal and government: 1403 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: business and finance: 1407 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: writing and language: 1376 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena Text: entertainment and media: 1360 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena WebDev: React: 1388 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026) - LMArena WebDev: HTML: 1401 Elo (source: LMArena (Hugging Face dataset), read October 22, 2026)