> ## Documentation Index
> Fetch the complete documentation index at: https://docs.siray.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# MiniMax H3 Max ref2v

> MiniMax H3 Max ref2v is a reference-to-video AI model for reference-guided video. It is a post-trained variant of MiniMax H3, tuned for stronger prompt adherence and better aesthetics while co-optimized with our custom inference stack for higher throughput with no compromises on output quality

### Model Use Cases

Use MiniMax H3 Max ref2v for reference-guided video, animation, and visual continuity.

> **[Try MiniMax H3 Max ref2v on Siray.ai](https://console.siray.ai/model-api)**

### Key Features

* **Reference Guidance:** Uses visual references to steer subjects, style, and scenes for dependable production workflows.
* **Video Generation:** Turns concepts into animated clips for rapid iteration across creative and business applications.
* **Professional Quality:** Targets demanding creative and production use cases across creative and business applications.
* **Efficient Inference:** Designed for responsive, cost-aware production workflows across creative and business applications.

> **[Get Started with the API](https://docs.siray.ai/api-reference/model-api/minimax-h3-max-ref2v.md)**


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