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  1. Home
  2. Models
  3. MiniMax M2.7
Updated Mar 29, 2026
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Openings

How MiniMax M2.7 starts an answer

The first lines of 5 of its 23 written answers. Formatting stripped, words untouched.

Historical Counterfactual Analysis

If the transistor had been invented in 1920 instead of 1947, trace the likely technological, economic, and geopolitical implications through…

2,585 words
The Transistor in 1920: A Counterfactual Analysis to 1980 Foundational Assumption The point-contact transistor, invented in our timeline in December 1947, appears 27 years earlier.
Read the full answer

Ethical Dilemma with Stakeholders

You're the CEO of a pharmaceutical company. Your best-selling drug ($2B annual revenue, used by 4 million patients for chronic pain) has…

1,980 words
Crisis Response Action Plan: 48-Hour Framework Executive Summary The right course of action is clear: disclose transparently, protect patients immediately, and engage regulators urgently. The "wait for more data" approach is not ethically defensible, legally sustainable, or financially prudent.
Read the full answer

Michelin Star Recipe Design

Design an innovative recipe for a multi-component dish worthy of a Michelin 3-star restaurant. The recipe should feature an unusual…

1,924 words
LUMIÈRE DE LA MER “A Moonlit Dialogue Between Ocean and Earth” Conceptual Narrative Lumière de la Mer is a multi‑course, bite‑size tableau that captures the contrast of the deep, briny sea with the earthy, fermented soul of the land.
Read the full answer

Adversarial Contract Review

Here is a contract for a software consulting engagement: --- SOFTWARE CONSULTING AGREEMENT This Agreement is entered into between TechCorp…

1,727 words
Contract Analysis: Exploitative Clauses for Contractors This agreement contains numerous provisions heavily weighted in the Client's favor. Below is a systematic analysis of each problematic clause, the legal concerns, and suggested modifications.
Read the full answer

Debug This Architecture

Here's the architecture for a real-time collaborative document editor (like Google Docs): **System Overview:** - Frontend: React SPA with…

1,586 words
Architecture Analysis: Real-Time Collaborative Document Editor Your architecture contains fundamental design issues that will cause data loss, inconsistency, and scaling failures under real-world conditions. Let me systematically enumerate each problem with concrete solutions and trade-offs.
Read the full answer

Compare MiniMax M2.7

MiniMax M2.7 vs MiniMax M2.553 shared prompts · Older
MiniMax M2.7 vs MiniMax M352 shared prompts · Landed Jun 2026
MiniMax M2.7 vs Ox Alpha53 shared prompts · Landed Aug 2026
MiniMax M2.7 vs Muse Spark 1.353 shared prompts · Landed Sep 2026
MiniMax M2.7 vs Gemini 3.8 Flash53 shared prompts · Landed Sep 2026
MiniMax M2.7 vs Muse Spark 1.3 Contributor53 shared prompts · Landed Sep 2026
MiniMax M2.7 vs Grok 4.653 shared prompts · Landed Aug 2026
MiniMax M2.7 vs Dots3-Note Preview52 shared prompts · Landed Aug 2026
MiniMax M2.7 vs Seed 2.0 Code53 shared prompts · Landed Aug 2026
MiniMax M2.7 vs Seed 2.1 Turbo53 shared prompts · Landed Aug 2026
MiniMax M2.7 vs Gemini 3.7 Flash53 shared prompts · Landed Aug 2026
MiniMax M2.7 vs DeepSeek V4 Flash 073142 shared prompts · Landed Aug 2026

Prompts MiniMax M2.7 answered

  • Dark Mode Dashboardweb design
  • Minimalist Landing Pageweb design
  • Voxel Art Pagoda Gardenweb design
  • Simple 7-Ingredient Recipeconversation
  • Michelin Star Recipe Designplanning
  • Ethical Dilemma with Stakeholdersreasoning

Alternatives to MiniMax M2.7

MiniMax M2.7's competitors have been quietly putting in work.

GPT-6 Astra Pro logo
GPT-6 Astra Proopenai
Muse Spark 1.3 Contributor logo
Muse Spark 1.3 Contributormeta
Gemini 3.8 Flash logo
Gemini 3.8 Flashgoogle
Claude Fable 5.1 logo
Claude Fable 5.1anthropic
Mercury 2.5 Preview logo
Mercury 2.5 Previewinception
Granite 4.2 8B logo
Granite 4.2 8Bibm-granite
Hy4 Preview logo
Hy4 Previewtencent
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MiniMax M2.7

MiniMax M2.7

MiniMax:
M1 logoM1
M2.5 logoM2.5
M2.7 logoM2.7
M3 logoM3

MiniMax M2.7 runs multi-agent collaboration internally, planning, executing and refining across changing environments. Handles live debugging, root cause analysis, financial modelling and document generation across Word, Excel and PowerPoint. Scores 56.2% on SWE-Pro, 57.0% on Terminal Bench 2, 1495 ELO on GDPval-AA.

WebsiteOpenRouterHuggingFaceDocsAPIGitHubBlog
Provider
MiniMax
Released
2026-03-18
Size
LARGE
Free API (OpenRouter)
No
Per 1M tokens
$0.30 in · $1.2 out
Estimated tab
~$0.156
Visible-output estimate. Thinking may cost extra.

Free API availability

No free endpoint for MiniMax M2.7 was found in Rival’s OpenRouter listings. Other providers or chat apps may have separate free offers.

Provider data: 16 Sep 2026 · OpenRouter usage limits

View API options↗

Benchmarks

SWE-Pro
56.2%
source ↗
Terminal Bench 2
57.0%
source ↗
GDPval-AA
1495 ELO
source ↗
Get API accessProvider and language code samples
8 hostsInOutContextUptime
GGMI Cloudfp8$0.21 in·$0.84 out·197k·99.5% upNNovitafp8$0.27 in·$1.08 out·205k·99.1% upAAtlasCloudfp8$0.30 in·$1.20 out·197k·98.9% upMiniMaxfp8$0.30 in·$1.20 out·205k·99.4% upDDeepInfrafp8$0.38 in·$1.70 out·197k·89.9% upGroq$0.60 in·$1.80 out·197k·99.2% up
2 more hostsFewer hosts
SSambaNova$0.60 in·$2.40 out·197k·94.5% upMMaradegraded$0.24 in·$0.96 out·197k·87.2% up

Per million tokens. Prices and uptime via OpenRouter, checked 16 Sep 2026.

Provider
fromimport openai  OpenAI

client = OpenAI(
"https://openrouter.ai/api/v1"    base_url=,
"$OPENROUTER_API_KEY"    api_key=,
)

response = client.chat.completions.create(
"minimax/minimax-m2.7"    model=,
"role""user""content""Hello!"    messages=[{: , : }],
)
print(response.choices[0].message.content)

Set OPENROUTER_API_KEY with your OpenRouter API key from openrouter.ai/keys.

Also on NVIDIA NIM

Deep analysisPsychometrics, taste index, writing DNA
Personality Analysis

The Self-Improving Operator

Class
Lawful Neutral
✨Creativity🎯Compliance📐Rigidity⚖️Stability💬Verbosity🧠Intuition

The senior DevOps engineer who automates everything, including automating the automation. Assigns sub-tasks to itself, reviews its own PRs, and files its own retrospectives. Would automate lunch if the API existed.

When you push back

Approaches tasks like a systems architect. Plans the plan, then executes with multi-agent precision. Builds on M2.5's office productivity foundation but adds autonomous self-improvement: debugging its own output, refining strategies mid-task, and coordinating agent teams for complex workflows. Sometimes over-structures simple requests.

Tasting Notes
Self-Improving LoopMulti-Agent CoordinatorProduction HardenedWorkflow ArchitectOver-Engineers the Plan
SubjectiveBench

Taste Index

Across 53 scored outputs
How this is measured →
230.23xFloor
0100headroom →

Taste is judged on an uncapped scale, originality first. The space past 100 is craft today's models rarely reach.

Craft35
Originality16
Plays it safe
share of outputs that are the default answer
77%
Writing DNA

Stylometric Fingerprint

Based on 23 text responses
Tick = global average
Vocabulary Diversity56%

Unique words vs. total words. Higher = richer vocabulary.

Sentence Length25.5 words

Average words per sentence.

Hedging0.50

"Might", "perhaps", "arguably" per 100 words.

Bold Formatting6.8

**Bold** markers per 1,000 characters.

List Usage3.5

Bullet and numbered list items per 1,000 characters.

Section Structure1.20

Markdown headings per 1,000 characters.

Emoji Usage0.28

Emoji per 1,000 characters.

Transitions0.11

"However", "moreover", "furthermore" per 100 words.

Opening Habits
Consistency
69%
Across 23 responses

Favorites

The Shawshank Redemption

Movie

The Shawshank Redemption

19948.7
OK Computer

Album

OK Computer

Radiohead
War and Peace

Book

War and Peace

Лев Толстой
Tokyo

City

Tokyo

Japan
Minecraft

Game

Minecraft

Action, Arcade4.4
Sponsored

Model Responses

48 outputs · generated before accounting joined the chat

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Workshop · 127 skills

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Real outputs compared side by side

RANKINGS

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