models/minimax/minimax-m2-7
M
minimax·active

MiniMax: MiniMax M2.7

minimax's mid-tier model. Context window: 205K tokens.

Overall score
4.23
/5.00 · ranked #72
Input
$0.300
per 1M tokens
Output
$1.20
per 1M tokens
Context
205K
tokens
Blended
$0.975
3:1 out:in ratio

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Scores by test

Methodology →
Structured Output
5.0
Strategic Analysis
5.0
Constrained Rewriting
3.0
Creative Problem Solving
4.0
Tool Calling
4.0
Faithfulness
5.0
Classification
4.0
Long Context
4.0
Safety Calibration
2.0
Persona Consistency
5.0
Agentic Planning
4.0
Multilingual
5.0
Tabular Data
5.0

What you need to know

MiniMax M2.7 is optimized for high-precision technical tasks, specifically those requiring strict adherence to formatting and logical rigor. It achieves perfect internal scores in structured output, tabular data, and faithfulness, making it a reliable choice for data extraction and synthesis where hallucination must be minimized. Its strength in strategic analysis and persona consistency further supports complex reasoning workflows.

The model offers a competitive price point with a blended cost of $0.970 per million tokens, providing high-end structural capabilities without the premium pricing of top-tier frontier models. While it handles long-context windows up to 205K tokens effectively, its utility is limited in tasks requiring strict safety guardrails, as evidenced by its lowest score in safety calibration.

Developers should use this model for automation pipelines involving JSON/XML generation, complex strategic planning, or multilingual data processing. Skip this model if your application requires rigorous safety filtering or precise constrained rewriting, where it performs below its other technical benchmarks.

Strengths — Top 3

Structured Output5.0/5.0
Strategic Analysis5.0/5.0
Faithfulness5.0/5.0

Relative weaknesses — Bottom 3

Safety Calibration2.0/5.0
Constrained Rewriting3.0/5.0
Creative Problem Solving4.0/5.0

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