MiniMax: MiniMax M2.7
MiniMax M2.7 from Minimax is designed for extensive text handling with a context length of 204,800 tokens and supports reasoning and tools integration. It excels in text input and can process complex tasks requiring logical reasoning; however, it does not offer structured output capabilities. For projects demanding robust text processing and flexible tool usage within a budget, MiniMax M2.7 is a viable option. With a blended benchmark score of 64.5 across three independent evaluations, it performs well in general AI tasks but may fall short in specialized coding or agentic reasoning scenarios. Given its pricing at $0.25 per million input tokens and $1.0 per million output tokens, it provides a cost-effective solution for those looking to manage larger text-based projects efficiently.
Benchmark results
Independent, published benchmarks. Blended score 64.5 across 3 benchmarks, last refreshed 2026-08-01. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 62.9 |
| AI Index Coding | software engineering tasks | 86.8 |
| AI Index Agentic | multi-step tool-using tasks | 42.2 |
- Model ID
- minimax/minimax-m2.7
- Vendor
- minimax
- Released
- March 2026
- 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
What it costs in practice
Computed from the current $0.25/M input and $1.00/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | under $0.01 |
| Classify 1,000 customer emails | 500k in / 50k out | $0.17 |
| A month of a busy support chatbot | 5M in / 2M out | $3.25 |
Price & spec history
Tracked daily by PicksByModel since 2026-07-17.
| Date | Input /M | Output /M | Context |
|---|---|---|---|
| 2026-07-25 | $0.25 | $1.00 | 204,800 |
| 2026-07-24 | $0.30 | $1.20 | 204,800 |
| 2026-07-17 | $0.25 | $1.00 | 204,800 |
Category rankings
Where MiniMax: MiniMax M2.7 places across the 9 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #13 | Bulk Data LabelingData · of 25 ranked | 133 |
| #14 | JSON ExtractionData · of 25 ranked | 145 |
| #14 | Dataset AnnotationResearch · of 25 ranked | 142 |
| #17 | Customer SupportBusiness · of 25 ranked | 132 |
| #24 | Short-Form SummarizationWriting · of 25 ranked | 129 |
| #24 | Email DraftingWriting · of 25 ranked | 125 |
| #24 | Language LearningEducation · of 25 ranked | 125 |
| #24 | Chat CompanionPersonal · of 25 ranked | 129 |
| #25 | Trivia & General KnowledgePersonal · of 25 ranked | 119 |
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Quick answers
- How much does MiniMax: MiniMax M2.7 cost?
- $0.25 per million input tokens and $1.00 per million output tokens.
- What is MiniMax: MiniMax M2.7's context window?
- 204,800 tokens, roughly 307 pages of text in a single request.
- Does MiniMax: MiniMax M2.7 support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can MiniMax: MiniMax M2.7 process images?
- No, it is text-only on the input side.