Introducing WaveSpeedAI WAN 2.1 V2V 480p on WaveSpeedAI

Introducing WAN 2.1 Video-to-Video 480p on WaveSpeedAI

The AI video revolution just got more accessible. We’re excited to announce the availability of WAN 2.1 V2V (Video-to-Video) 480p on WaveSpeedAI—a powerful model that transforms your existing video clips into stunning AI-generated content at scale.

Built on Alibaba’s groundbreaking Wan 2.1 foundation, this video-to-video model opens up unlimited possibilities for content creators, marketers, and developers who need to reimagine, restyle, or completely transform their video assets.

What is WAN 2.1 Video-to-Video?

WAN 2.1 V2V is a diffusion transformer-based model specifically designed to convert source video clips into new AI-generated content. Unlike text-to-video or image-to-video generation, video-to-video transformation preserves the motion, timing, and structure of your original footage while applying entirely new visual styles, effects, or transformations.

The Wan 2.1 model family, released as open source in February 2025, has quickly established itself as a leader in AI video generation. According to the VBench benchmark suite, Wan 2.1 achieves an overall score of approximately 84.7%, placing it among the top-performing AI video generation models globally—and notably outperforming OpenAI’s Sora in several key metrics including scene generation quality and spatial positioning.

What makes this achievement remarkable is the scale of training: Wan 2.1 was trained on an unprecedented dataset of 1.5 billion videos and 10 billion images, resulting in outputs that display remarkable motion smoothness and temporal consistency.

Key Features

• Unlimited Video Generation: Transform source clips into as many AI-generated variations as you need for scalable content creation
• 480p Optimized Output: Perfect resolution for social media, web content, and rapid prototyping workflows
• Motion Preservation: Maintains the original timing, movement, and structure of your source footage
• SOTA Performance: Built on the Wan 2.1 foundation that tops the VBench leaderboard as the only open-source model among the top five
• Powerful Wan-VAE: The custom spatio-temporal Variational Autoencoder reconstructs videos 2.5x faster than competing models while preserving both spatial and temporal information
• Bilingual Text Support: First video model capable of generating both Chinese and English text within videos, expanding creative possibilities

Real-World Use Cases

Marketing and Advertising

Transform a single product video into dozens of stylistic variations for A/B testing. Create cinematic versions of straightforward footage, or apply trending visual effects to existing brand content—all without hiring a production crew or scheduling reshoots.

Content Repurposing

Got an archive of older videos? Use V2V transformation to give them a fresh, contemporary look. Upscale visual quality, apply modern aesthetics, or completely reimagine legacy content for new audiences and platforms.

Social Media at Scale

Social platforms demand constant fresh content. Use video-to-video transformation to generate endless variations of your best-performing clips, each with unique visual treatments that keep your feed engaging and algorithm-friendly.

Creative Prototyping

Directors and creative teams can rapidly iterate on visual concepts. Take rough footage and transform it through multiple style explorations before committing to expensive post-production work.

Film and Gaming Pre-Visualization

Storyboard sequences can be prototyped into moving visuals. Transform basic footage into stylized concept videos that communicate creative vision to stakeholders and collaborators.

User-Generated Content Enhancement

Platforms dealing with user-uploaded video can leverage V2V models to enhance, stylize, or moderate content at scale—turning amateur footage into polished, consistent visual experiences.

Getting Started on WaveSpeedAI

Using WAN 2.1 V2V on WaveSpeedAI is straightforward. Access the model through our ready-to-use REST inference API and start transforming videos immediately.

Why WaveSpeedAI?

• No Cold Starts: Your API calls execute instantly without waiting for model initialization
• Best Performance: Optimized infrastructure delivers fast inference times so you can iterate quickly
• Affordable Pricing: Scale your video transformation workflows without breaking your budget
• Production-Ready API: Clean REST endpoints that integrate seamlessly with your existing pipelines

Simply upload your source video, configure your transformation parameters, and let the model handle the rest. Whether you’re processing a single clip or batch-transforming hundreds of videos, our infrastructure scales with your needs.

The Future of Video Transformation

Video-to-video AI represents one of the most practical applications of generative models. Unlike generation from scratch, V2V transformation gives you control—you provide the motion, timing, and structure, and the AI handles the visual reimagining.

With the global AI video generation market projected to reach $4.7 billion by 2025, tools like WAN 2.1 V2V are becoming essential for anyone who creates video content at scale. The democratization of these capabilities means that independent creators and enterprise teams alike can access Hollywood-caliber transformation tools through a simple API call.

Start Transforming Your Videos Today

WAN 2.1 V2V 480p is available now on WaveSpeedAI. Whether you’re looking to restyle existing content, create variations for testing, or build video transformation directly into your product, this model delivers the performance and accessibility you need.

Try WAN 2.1 V2V 480p on WaveSpeedAI →

Experience the power of state-of-the-art video-to-video transformation with no cold starts, fast inference, and pricing that scales with your ambitions.