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MiniMaxReasoning modelNewReleased 19 Oct 2026Compare with another model

MiniMax-M3.1-Flash

MiniMax-M3.1-Flash is a MiniMax proprietary reasoning model, released 19 Oct 2026. Its best configuration ranks #92 of 775 on the BenchLeader Index at 61.9 ±5.6, in the upper half. The ± is the point: 202 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in reasoning (78) and lowest in multimodal (62). At $0.262 per million tokens blended it is cheaper than most ranked models. Output speed of 105 tokens per second puts it faster than most, with a first answer in 20.5 s. Last measured 19 Oct 2026.

Blended price
$0.262/M
$0.150 in · $0.600 out
Output speed
105 tok/s
measured by Artificial Analysis
First answer
20 s
Context
1M
Full answer
25 s
median, reasoning included
Cost per run
$0.220
one full Intelligence Index run
Released
19 Oct 2026
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index62
  2. Reasoning78
  3. Coding63
  4. Knowledge69
  5. Multimodal62
  6. Long context65
  7. Composite67

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarknot statedSourceTrend
LiveBench 2.0 Reasoningnot in index82.9%#34LiveBench
Humanity's Last Exam (AA)not in index48.0%#34Artificial Analysis
CritPt22.3%#55Artificial Analysis

Coding

Benchmarknot statedSourceTrend
Arena WebDev1588#30Arena (LMArena)
LiveBench 2.0 Codingnot in index83.9%#25LiveBench
SciCode (AA)not in index53.4%#76Artificial Analysis
Vibe Code Bench v1.1not in index73.9%#37Vals AI
Terminal-Bench 4.0 (AA)not in index25.8%#52Artificial Analysis
FrontierCode 1.1 (AA)not in index38.6%#29Artificial Analysis

Agents & tools

Benchmarknot statedSourceTrend
LiveBench Long Agenticnot in index34.7%#29LiveBench
LiveBench Browsernot in index92.0%#3LiveBench
GDPval-AA v2.1not in index47.9%#58Artificial Analysis
Harvey's Legal Agent Benchmarknot in index7.5%#16Vals AI
Legal Research Benchnot in index34.1%#43Vals AI
Tax Agent Benchnot in index32.1%#18Vals AI
Terminal-Bench 4.0 (Vals)not in index25.3%#22Vals AI
AutomationBenchnot in index72.5%#2Artificial Analysis
GDP.pdf (AA)not in index20.8%#58Artificial Analysis
AA-Briefcase v1.1not in index1474#34Artificial Analysis

Multimodal

Benchmarknot statedSourceTrend
LiveBench Designnot in index74.0%#30LiveBench
MMMU-Pro79.1%#62Artificial Analysis

Long context

Benchmarknot statedSourceTrend
AA-LCR79.7%#87Artificial Analysis

Composite

Benchmarknot statedSourceTrend
LiveBench 2.073.1%#21LiveBench
AA Intelligence Index v4.3.242.7#48Artificial Analysis
Vals Indexnot in index53.8#15Vals AI

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache at $0.015 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0002$0.000223.4 s
Summarize a 30-page report12,000 / 600$0.0022$0.000926.2 s
Code edit6,000 / 1,500$0.0018$0.001234.8 s
Agentic coding session60,000 / 4,000$0.011$0.005358.7 s
Structured extraction2,000 / 200$0.0004$0.000222.4 s

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See also

Data as of 21 Oct 2026. Compare with another model.

Cite as: BenchLeader, “MiniMax-M3.1-Flash: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/minimax-m3-1-flash, data as of 21 Oct 2026.