BenchLeader

MiniMax-M2.1

MiniMax-M2.1 is a MiniMax open-weights reasoning model, released 23 Dec 2025. Its best configuration ranks #265 of 777 on the BenchLeader Index at 53.9 ±3.1, in the upper half. The ± is the point: 271 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 instruction following (69) and lowest in reasoning (46). At $0.525 per million tokens blended it is mid-priced. Output speed of 63 tokens per second puts it slower than most, with a first answer in 33.3 s. Last measured 20 Oct 2026.

Blended price
$0.525/M
$0.300 in · $1.20 out
Output speed
63 tok/s
measured by Artificial Analysis
First answer
33 s
first token 0.96 s
Context
205k
Full answer
41 s
median, reasoning included
Cost per run
–
Released
23 Dec 2025
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index54
  2. Reasoning46
  3. Coding52
  4. Agents & tools50
  5. Maths54
  6. Knowledge52
  7. Instruction following69
  8. Human preference56
  9. Long context59
  10. Composite53

Versions

MiniMax has shipped 3 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
MiniMax M2.718 Mar 202655.7#219
MiniMax M2.512 Feb 202653.7#276
MiniMax-M2.1this page23 Dec 202553.9#265

How its index has moved

8 Sept 2026 to 18 Oct 2026
485358

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

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

Coding

Benchmarknot statedSourceTrend
Arena Coding1437#158Arena (LMArena)
Arena WebDev1384#98Arena (LMArena)
LiveCodeBench81.8%#58Vals AI
SWE-bench (Vals)not in index74.8%#45Vals AI
ALE-Benchnot in index623.8#94Epoch AI Benchmarking Hub

Agents & tools

Maths

Benchmarknot statedSourceTrend
AIME (Vals)77.9%#49Vals AI
MGSM87.8%#53Vals AI
MATH 500not in index89.0%#28Vals AI
Arena Maths1391#161Arena (LMArena)

Knowledge

Benchmarknot statedSourceTrend
AA-Omniscience-32.9#285Artificial Analysis
MMLU-Pro87.0%#35Vals AI
LegalBench75.5%#110Vals AI
CorpFin58.9%#79Vals AI
TaxEval66.3%#108Vals AI
MedQA91.2%#41Vals AI
CaseLaw v2not in index55.8%#32Vals AI
MedCodenot in index34.1%#79Vals AI
MedScribenot in index80.8%#53Vals AI
AA-Omniscience: accuracynot in index21.2%#280Artificial Analysis
AA-Omniscience: non-hallucinationnot in index31.5%#213Artificial Analysis

Instruction following

Benchmarknot statedSourceTrend
IFBench69.9%#67Artificial Analysis
Arena Instruction Followingnot in index1385#154Arena (LMArena)

Human preference

Benchmarknot statedSourceTrend
Arena Text1384#169Arena (LMArena)
Arena Creative Writingnot in index1345#171Arena (LMArena)
Arena Multi-turnnot in index1393#162Arena (LMArena)
Arena Longer Queriesnot in index1407#149Arena (LMArena)

Long context

Benchmarknot statedSourceTrend
AA-LCR67.7%#234Artificial Analysis

Composite

Benchmarknot statedSourceTrend
AA Intelligence Index v4.3.220.9#214Artificial Analysis

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
MiniMax50 tok/s0.56 s$0.300$2.40205kfp8
MiniMax45 tok/s0.96 s$0.300$1.20205kfp8

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 $0.030 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0005$0.000438.1 s
Summarize a 30-page report12,000 / 600$0.0043$0.001942.8 s
Code edit6,000 / 1,500$0.0036$0.002457.1 s
Agentic coding session60,000 / 4,000$0.023$0.0111.6 min
Structured extraction2,000 / 200$0.0008$0.000436.5 s

More from MiniMax

New this month

See also

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

Cite as: BenchLeader, “MiniMax-M2.1: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/minimax-m2-1, data as of 21 Oct 2026.