MiniMax M2.7 Highspeed
MiniMax M2.7 Highspeed is worth evaluating for coding, rag, and agents when its provider route and context window match the workload.
Use it for
- Teams evaluating coding, rag, and agents
- Workloads that can use a 205k context window
- Buyers comparing 2 tracked provider routes
Do not use it for
- Vision or document-understanding workloads
- Family
- MiniMax M2
- Released
- 2026-03-18
- Context
- 205k
- Max output
- 131,072
- Parameters
- 10B active
- Architecture
- Decoder Only
- Specialization
- general
- Openness
- Open source
- License
- MITOSI-approvedCommercial use: permitted
Cheapest of 2 routes · Vercel AI Gateway · cache read $0.060
About
MiniMax M2.7 Highspeed is the inference-optimized variant of MiniMax M2.7, released simultaneously on March 18, 2026. It reaches 100 tokens per second output speed, about 66% faster than standard M2.7, while preserving identical intelligence and outputs through engine optimization rather than weight changes. It supports a 204,800-token context window, 131,072-token max output, function calling, structured output, and reasoning. API model ID: MiniMax-M2.7-highspeed.
MiniMax M2.7 Highspeed is an open-source model in the MiniMax M2 family. The structured metadata tracks a 205k-token context window, reasoning, function calling, tool use, and structured outputs. This page tracks provider routes through MiniMax and Vercel AI Gateway, with the cheapest tracked route listed at $0.6 input and $2.4 output per 1M tokens. Headline tracked benchmarks include Google-Proof Q&A 87.4 and SWE-bench Pro 56.2.
Top use-case fit: coding, agents, and build tasks
Coding
Q/$ D1 relevant benchmark in the decision map.
RAG
Included by capability and metadata signals in the decision map.
Agents
Included by capability and metadata signals in the decision map.
Provider price ladder
Compare all 2Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Cache | Route |
|---|---|---|---|---|
| Vercel AI Gateway | $0.600 | $2.40 | read $0.060 | Serverless |
| MiniMax | - | - | - | ServerlessPartial |
Capabilities
Benchmark peer barsfor Coding
Benchmark scores(2)
| Benchmark | Score | Version | Source |
|---|---|---|---|
| Google-Proof Q&A | 87.4 | GPQA Diamond (accuracy%) | https://www.minimax.io/news/minimax-m27-en |
| SWE-bench Pro | 56.2 | SWE-Pro (resolved%) | https://www.minimax.io/news/minimax-m27-en |
Migration checks
No linked migration route is available for this model yet.
Cheapest of 2 routes · Vercel AI Gateway · cache read $0.060