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MiniMax M3

MiniMaxOpen weightsNon-reasoningVerifiedReleased Jun 1, 2026Input: text, image, video
Overall score
55.0
Rank 69 of 222 · 45.6–64.4
Context window
1M
1,000,000 tokens
Price per 1M tokens
$0.30 in · $1.20 out
Source: BenchLM
Blended price
$0.53
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Instruction following#593.8
  2. 2Reasoning82.0
  3. 3Multimodal#4460.0
  4. 4Agentic & tool use#7059.0
  5. 5Coding#7457.3
  6. 6Knowledge#7652.3
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (24)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Terminal-Bench 2.166.0#46 of 68
BrowseComp83.5#17 of 50
MCP Atlas74.2#19 of 42
MazeBench0#20 of 42
Claw-Eval74.5#4 of 36
OSWorld-Verified70.1#23 of 35
OSWorld 2.04.6#22 of 24
ResearchClawBench19.8#5 of 19
BankerToolBench76.1#3 of 3
GDPval rubrics74.7#1 of 1

Coding

SWE-bench Verified80.5#15 of 98
SWE-bench Pro59.0#30 of 69
NL2Repo42.1#22 of 31
OpenHarmony Bench48.4#12 of 12
VIBE V250.1#1 of 1
SVG-Bench63.7#1 of 1
KernelBench Hard28.8#1 of 1

Multimodal

Design Arena Website1258#37 of 91
MMMU-Pro78.1#21 of 48
OfficeQA Pro45.1#12 of 13
VideoMMMU84.6#8 of 12
OmniDocBench 1.591.6#2 of 11
Video-MME (with subtitle)85.4#10 of 11

Math

USAMO 202685.7#3 of 3

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (BenchLM)$0.30$1.20$0.060
OpenRouter minimax/minimax-m3$0.30$1.20$0.060

MiniMax's official API pricing page lists the permanent 50%-off standard rate for MiniMax-M3 at $0.30 input / $0.06 cached input / $1.20 output per million tokens for prompts up to 512K. The 512K-to-1M tier is $0.60 / $0.12 / $2.40; BenchLM stores the standard short-context rate.

Arena ratings

Human-preference ratings from LMArena. Best-rated variant shown.

Text1433#91 · 64K votes
WebDev (coding)1482#66 · 19.8K votes
Vision1251#62 · 19.8K votes
Documents1435#32 · 6.3K votes

Open weights

From the Hugging Face repository.

Parameters
427B
Licence
other
Downloads (30 days)
200.2K

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

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