The Model Index
Models/MiniMax

MiniMax-M2.7

MiniMaxReleased 18 Mar 2026OpenDate verified
CompareRun it yourself →Announcement
143131–156Index score#81 · provisional, limited data
1/ 8Core tests taken1 of 6 areas · plus 3 anchor tests
−27Versus the frontier at releasebest then: GPT-5.4Replaced by MiniMax-M3
$0.21/ $0.84Price per million tokensinput / output, list price
205KContext windowtokens it reads at once

Where it sitson the frontier

o3 reached this score 11 months earlier.

Test resultsby area · tick = best by any model

Reasoning & knowledgeno evidence yet
GPQA Diamond
no result
Humanity's Last Exam
no result
Mathsevidence
FrontierMath T1-3
no result
Codingevidence
SWE-bench Verified
no result
Terminal-Bench
45%
Agentsno evidence yet
APEX-Agents
no result
Novel problemsno evidence yet
ARC-AGI-2
no result
Long tasksno evidence yet
METR time horizon
no result

Independent results from the Epoch AI benchmarking hub, best reasoning setting. The core tests are shown here; anchor tests also inform the score and can be shown above.

What others sayrank on each leaderboard

The Model Indexindependent tests, our method#81of 219 · 143
LMArena · Codingcoding questions in chat#97of 383 · 1480LMArena · Mathsmaths questions in chat#108of 373 · 1422Epoch Capabilities Indexoverall capability from many benchmarks#73of 239 · 145.9LMArena · Textoverall chat quality, judged by people#119of 388 · 1415LMArena · Creative writingcreative writing#143of 386 · 1364LMArena · WebDevbuilding web apps and front ends#78of 123 · 1397

Further left is better. Leaderboards measure different things: LMArena is people voting blind between two answers, the others are test scores. Click any row for the source.

Best attop three among current models

Replaced by MiniMax-M3; it no longer leads any category among current models.

Where this model places in the top three of today's models, on category leaderboards and on our core tests.

Where to use itprices checked 1 Oct 2026

From the lab

MiniMax Agentapp · subscription↗MiniMax APIAPI↗

API providers 7 · per million tokens, in / out

GGMICloud$0.21 / $0.84 · fp8cheapestMMara$0.24 / $0.96↗NNovita$0.27 / $1.08 · fp8↗AAtlasCloud$0.30 / $1.2 · fp8↗MMinimax$0.60 / $2.4 · fp8↗GGroq$0.60 / $1.8↗SSambaNova$0.60 / $2.4↗

Run it yourself

🤗Official weightsMiniMaxAI/MiniMax-M2.7↗

Provider prices come from OpenRouter's live listing; going direct to a provider can differ. Subscriptions are the lab's own apps.

Facts and sources

Released18 Mar 2026
Announcementminimax.io ↗
Release entryMiniMax-M2.7
Scored asMiniMax-M2.7
Artificial Analysis index–
Output speed–

MiniMax releasesaround this one

MiniMax-M2.1Open
MiniMax-M2.5Open
index 146
MiniMax-M2.7Open
index 143
MiniMax-M3Open
index 145