MiniMax M2.5 vs MiniMax M2.7
Change modelsMiniMax M2.5MiniMax
MiniMax M2.7MiniMax
IndexAll categories, out of 100.
50.2 ±7.1
51.2 ±4.5 best
GapIndex points below the top.
−1.0 · no clear gap
Top
CoverageIndex weight that has results.
80%
85% best
SpeedOutput tokens per second.
44/s best
35/s
EloLMArena rating and rank.
1359
1405 best
ReleasedMonth of release.
2026-02
2026-03
Input / 1MUS dollars per 1M input tokens.
$0.27
$0.21 best
Output / 1MUS dollars per 1M output tokens.
$1.08
$0.84 best
1K chats2K tokens in, 500 out, each.
$1.08
$0.84 best
1K documents20K tokens in, 1K out, each.
$6.48
$5.04 best
1K agent tasks200K tokens in, 20K out, each.
$75.60
$58.80 best
ContextMaximum tokens in one request.
200K best
197K
AgenticMulti-step tasks with tools.
51.6
52.0 best
CodingCode writing and repair.
50.7
52.3 best
ReasoningLogic problems and puzzles.
48.8
49.5 best
MultimodalTasks with images and text.
—
—
KnowledgeFacts and expert knowledge.
48.9
50.2 best
MultilingualTasks in many languages.
—
—
InstructionTasks with strict prompt rules.
—
59.8
MathMath problems.
54.3 best
47.7
Benchmarks
13 sharedOnly MiniMax M2.5: 7Only MiniMax M2.7: 40
MiniMax M2.5
MiniMax M2.7