# MiniMax M2.5 High Speed

Speed as a feature. MiniMax M2.5 High Speed uses the same architecture that scores 80.2% on SWE-Bench Verified with higher token throughput. It suits long-running agent sessions where inference time drives wall-clock cost.

- **Model ID:** `minimax/minimax-m2.5-highspeed`
- **Type:** chat
- **Providers:** minimax
- **Context window:** 204,800
- **Maximum output tokens:** 131,000
- **Pricing:** $0.6/1M input tokens, $2.4/1M output tokens
- **Canonical page:** https://vercel.com/ai-gateway/models/minimax-m2.5-highspeed

## Supported parameters

Detailed capability metadata has not been reported for this model.

## Example

```ts
import { streamText } from 'ai'

const result = streamText({
  model: 'minimax/minimax-m2.5-highspeed',
  prompt: 'Why is the sky blue?'
})
```

## About

MiniMax M2.5 High Speed targets autonomous coding agents that run for extended periods and need fast token generation. See live metrics on this page for current throughput. For cost estimates, use and your expected token volumes rather than a fixed hourly figure.

The "highspeed" label doesn't indicate a distilled or reduced-capability model. MiniMax M2.5 High Speed retains the full architectural planning mode of standard M2.5. It decomposes problems into specifications before writing code, handles the complete development lifecycle across Web, Android, iOS, Windows, and Mac platforms, and matches the same reported SWE-Bench Verified score as standard M2.5.

The tradeoff is straightforward: you pay roughly twice as much per token in exchange for generating tokens roughly twice as fast on paper. For batch jobs where wall-clock time doesn't matter, standard M2.5 is more economical. For interactive sessions, streaming UIs, and agent loops where latency compounds, the highspeed variant can win.

## What to consider

The highspeed variant lists at roughly double the standard M2.5 input and output rates on many providers. AI Gateway's per-request cost tracking lets you measure whether the throughput gain pays for itself in your workload before you commit at scale.

## When to use

### Best For

- Coding agents that operate autonomously over multi-minute or multi-hour sessions
- Streaming chat or pair-programming interfaces where token delivery speed is visible to you
- High-concurrency services where per-request latency accumulates across simultaneous users
- Workloads where halving inference wall-clock time justifies a 2x per-token cost increase

### Consider Alternatives When

- Your tasks complete in seconds regardless of throughput; the speed premium has no practical impact
- Per-token cost is a harder constraint than latency; standard M2.5 delivers the same output for less
- You need the multi-agent coordination features introduced in M2.7

## Best for

- **Long-running coding agents:** Autonomous sessions that span multi-minute or multi-hour workflows
- **Streaming pair-programming:** Chat interfaces where token delivery speed is user-visible
- **High-concurrency services:** Per-request latency accumulates across simultaneous users
- **Wall-clock time priority:** Halving inference time justifies a 2x per-token cost increase

## Consider alternatives

- **Fast tasks anyway:** Your tasks complete in seconds regardless of throughput, so the speed premium has no practical impact
- **Cost over latency:** Per-token cost is a harder constraint than latency and standard M2.5 delivers the same output for less
- **Multi-agent coordination:** You need the features introduced in M2.7

## Frequently asked questions

### Is there any quality difference between MiniMax M2.5 High Speed and standard M2.5?

None. Both variants share the same architecture, planning capabilities, and benchmark scores. The "highspeed" designation reflects inference throughput only.

### What development tasks does MiniMax M2.5 High Speed cover?

MiniMax M2.5 High Speed handles the full development lifecycle: specification writing, code generation, debugging, and deployment across Web, Android, iOS, Windows, and Mac platforms.

### How does the pricing compare to standard M2.5?

Check the pricing panel on this page for today's numbers. AI Gateway tracks rates across every provider that serves MiniMax M2.5 High Speed.

### What throughput can I expect?

Live throughput metrics display on this page and update based on real traffic.

### Should I use MiniMax M2.5 High Speed or M2.7 Highspeed?

If you don't need M2.7's multi-agent orchestration or dynamic tool search, MiniMax M2.5 High Speed is more cost-effective at comparable speeds.

### Can I try this model before integrating it?

Yes. Use the playground on this page to evaluate output quality and perceived speed interactively.

## Links

- [Model page](https://vercel.com/ai-gateway/models/minimax-m2.5-highspeed)
- [AI Gateway documentation](https://vercel.com/docs/ai-gateway)
- [Provider model documentation](https://platform.minimax.io/docs/api-reference/text-anthropic-api#supported-models)
- [Provider pricing](https://platform.minimax.io/docs/pricing/overview)