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MiniMax: MiniMax M2.7

minimax/minimax-m2.7

Model weights
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MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments.

Trained for production-grade performance, M2.7 handles workflows such as live debugging, root cause analysis, financial modeling, and full document generation across Word, Excel, and PowerPoint. It delivers strong results on benchmarks including 56.2% on SWE-Pro and 57.0% on Terminal Bench 2, while achieving a 1495 ELO on GDPval-AA, setting a new standard for multi-agent systems operating in real-world digital workflows.

Modalities

In / Out Price

30% off

$0.21 / $0.84per 1M

Context

205K

Released

Mar 18, 2026

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ProvidersPricingPerformanceUptimeBenchmarksAppsActivityFAQExplore

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Exacto (highest tool-calling accuracy).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Benchmarks

Scores on standardized evaluations. Higher percentages are better — and rank percentile shows where this model lands among all models on OpenRouter.

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Activity

Token volume and request traffic to this model over time.

Quick Start

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

Explore more models

AI Model RankingsRanking
30% off
$0.30$0.21$1.20$0.84$0.06$0.0422.45s11 tps
99.52%
10% off
$0.30$0.27$1.20$1.08$0.06$0.0541.25s37 tps
99.12%
$0.30$1.20$0.061.29s13 tps
99.22%
$0.30$1.20$0.061.16s40 tps
99.68%
$0.38$1.70$0.073.11s71 tps
76.12%
$0.60$1.80--0.25s291 tps
99.17%
$0.60$2.40$0.063.08s97 tps
97.99%
60% off
$0.60$0.24$2.40$0.96--6.88s102 tps
87.79%
$0.60$2.40$0.061.15s44 tps
98.53%

Throughput

291tok/s

P50, best across providers

Latency

0.25s

P50, best provider

AutoExacto Benchmarks
GPQA DiamondTAU-BenchDeepInfra Turbo81.3%--MiniMax Highspeed85.7%73.4%NovitaAI84.9%71.1%MiniMax85.1%69.6%MARA77.3%--GMICloud83.0%71.0%DeepInfra73.3%70.0%
+4 more providers
Uptime (3d)The model was reachable. Request routed to a provider.

100.00%

Availability (3d)The model returned inference from any provider. Errors and empty responses count against it.

93.98%

Availability over the last 3 days

Last 72 hours
Availability 93.98%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
97.47%
Without Routing
85.00%

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and customization options.

Frequently asked questions

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments.

MiniMax M2.7 costs $0.21/M input tokens and $0.84/M output tokens, with separate rates for Cache Read at $0.042/M tokens.

MiniMax M2.7 has a 204,800 token context window.

Yes. MiniMax M2.7 accepts tools and tool_choice for function calling. It supports response_format for JSON output, without JSON-schema enforcement.

MiniMax M2.7 is served by 8 providers on OpenRouter: GMICloud, MARA, NovitaAI, AtlasCloud, MiniMax Highspeed, DeepInfra Turbo, Groq and SambaNova. Requests are routed to the best available provider, with automatic failover to the others, and you can pin or exclude providers with provider routing.

MiniMax M2.7 was released on March 18, 2026.