Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Composer 2
73
MiniMax M3
76
Verified leaderboard positions: Composer 2 unranked · MiniMax M3 #12
Pick MiniMax M3 if you want the stronger benchmark profile. Composer 2 only becomes the better choice if you want the stronger reasoning-first profile.
Agentic
+10.2 difference
Coding
+9.0 difference
Composer 2
MiniMax M3
$0.5 / $2.5
$0.3 / $1.2
N/A
N/A
N/A
N/A
200K
1M
Pick MiniMax M3 if you want the stronger benchmark profile. Composer 2 only becomes the better choice if you want the stronger reasoning-first profile.
MiniMax M3 has the cleaner provisional overall profile here, landing at 76 versus 73. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
MiniMax M3's sharpest advantage is in agentic, where it averages 71.9 against 61.7. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 61.7% to 66%.
Composer 2 is also the more expensive model on tokens at $0.50 input / $2.50 output per 1M tokens, versus $0.30 input / $1.20 output per 1M tokens for MiniMax M3. That is roughly 2.1x on output cost alone. Composer 2 is the reasoning model in the pair, while MiniMax M3 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. MiniMax M3 gives you the larger context window at 1M, compared with 200K for Composer 2.
MiniMax M3 is ahead on BenchLM's provisional leaderboard, 76 to 73. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 61.7% and 66%.
MiniMax M3 has the edge for coding in this comparison, averaging 67 versus 58. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
MiniMax M3 has the edge for agentic tasks in this comparison, averaging 71.9 versus 61.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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