minimax

MiniMax: MiniMax M2.7

MiniMax M2.7 is a text-only model with a 200K-token context window and a 128K-token output ceiling, making it practical for long-document tasks. It supports tool use and reasoning, which means it can handle multi-step agentic workflows and function-calling integrations. Structured output support is unconfirmed, so developers who depend on guaranteed JSON schemas should verify that independently before committing. At $0.25 per million input tokens and $1.00 per million output tokens, MiniMax M2.7 sits at the affordable end of reasoning-capable models. Its blended benchmark score of 64.8 covers only three benchmarks, so confidence in that number is limited. The coding subscore of 86.8 is notable and may attract developers building code-heavy pipelines, but the agentic score of 42.2 is low, meaning teams running complex autonomous agents should weigh that gap carefully before shortlisting it.

Quality Score
99/100
price + capability + benchmarks
Input Price
$0.25
per 1M tokens
Output Price
$1.00
per 1M tokens
Context Window
204,800
tokens
Model ID
minimax/minimax-m2.7
Vendor
minimax
Tokenizer
Other
Input Modalities
text
Output Modalities
text
Max Output
131,072 tokens
Tool Calling
✓ supported
Structured Output
✓ supported
Reasoning Mode
✓ supported
Vision
text only
Audio
no
Moderated
no

Category rankings

Where MiniMax: MiniMax M2.7 places across the 27 categories it ranks in. How we rank →

#CategoryScore
#11 Bulk Data LabelingData · of 25 ranked 133
#12 Dataset AnnotationResearch · of 25 ranked 142
#13 JSON ExtractionData · of 25 ranked 145
#13 Customer SupportBusiness · of 25 ranked 132
#16 Short-Form SummarizationWriting · of 25 ranked 129
#16 Email DraftingWriting · of 25 ranked 125
#16 Language LearningEducation · of 25 ranked 125
#16 Chat CompanionPersonal · of 25 ranked 129
#17 Trivia & General KnowledgePersonal · of 25 ranked 119
#21 Sales / Cold EmailBusiness · of 25 ranked 121
#21 Job Application DraftingBusiness · of 25 ranked 121
#21 Journaling HelperPersonal · of 25 ranked 121
#21 Recipe GenerationPersonal · of 25 ranked 121
#22 Regex WritingCode · of 25 ranked 131
#22 Language TranslationWriting · of 25 ranked 131
#22 SOP / Process DocsBusiness · of 25 ranked 132
#22 Tutoring for KidsPersonal · of 25 ranked 131
#23 Data AnalysisData · of 25 ranked 156
#23 Financial AnalysisProfessional · of 25 ranked 147
#23 Resume WritingBusiness · of 25 ranked 115
#23 Function / Tool CallingAgents · of 25 ranked 144
#23 Experiment DesignResearch · of 25 ranked 147
#24 SQL GenerationCode · of 25 ranked 157
#24 Math TutoringEducation · of 25 ranked 138
#24 Fitness CoachingPersonal · of 25 ranked 128
#25 Marketing CopyWriting · of 25 ranked 125
#25 Standardized Test PrepEducation · of 25 ranked 125

Similar models