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  2. /Model
  3. /Qwen
  4. /wan-2.5 / image-to-video
Qwen
Wan 2.5
$ 
Alibaba Wan 2.5 is a flagship unified multimodal diffusion model for high-fidelity video. It offers native 4K upscaling and flow-latent consistency to minimize background morphing, delivering pro-grade cinematic results via the GPTProto API.

Modalities

Input: TextInput: Image
Output: ImageOutput: Video

API Usage Examples
$ 
curl --request POST "https://gptproto.com/api/v3/alibaba/wan-2.5/image-to-video" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "image": "",
    "audio": "",
    "prompt": "A tiny origami fox sailing a teacup across a moonlit puddle",
    "negative_prompt": "",
    "resolution": "720p",
    "duration": 5,
    "enable_prompt_expansion": false,
    "seed": -1
  }'
Wan 2.5 pricing

Start from the cost of a single sample and pick a testing budget. GPTProto rates are 10% below list price.

Your usage

$0.45 / image

Related Models
All Models
Wan 2.5
Current
$ 
byQwen$0.045 per second480p · 720p · 1080p
Minimax H3
$ 
byMiniMax$0.224 per time2K · more
Wan 3.0
$ 
byQwen$0.09 per timemore
Seedance 2.5 (Build 260628)
$ 
byBytedance$0.113 per second480p · 720p
Kling v3.0 4k
$ 
byKling$0.336 per second4k
Seedance 2.0 Mini (Build 260615)
$ 
byBytedance$0.0237 per second480p · 720p
Kling v3 Omni 4k
$ 
byKling$0.336 per second4k
Seedance 2.0 Fast (Build 260128)
$ 
byBytedance$0.0443 per second480p · 720p
Vidu 2.0
$ 
byVidu$0.02 per second720p · 1080p · more
Kling v3 Omni Pro
$ 
byKling$0.0896 per second
Vidu Q3 Turbo
$ 
byVidu$0.032 per second540p · 720p · 1080p
Vidu Q3 Pro
$ 
byVidu$0.04 per second540p · 720p · 1080p
Wan 2.6
$ 
byQwen$0.09 per second720p · 1080p · 2k
Video Watermark Remover
$ 
byGPTProto$0.05 per time
Veo 3.1 Fast Generate Preview
$ 
byGoogle$1.2 per time
Veo 3.1 Generate Preview
$ 
byGoogle$3.2 per time
Hailuo 2.3 Fast
$ 
byMiniMax$0.0285 per second1080p · more
Hailuo 2.3 Pro
$ 
byMiniMax$0.441 per time
Wan 2.2 Plus
$ 
byQwen$0.09 per time1K · more
Veo 3.1
$ 
byGoogle$0.5 per time
Sora 2 Pro
$ 
byOpenAI$0.3 per second720p · 1080p
Sora 2
$ 
byOpenAI$0.1 per second720p
Higgsfield Turbo
$ 
byHiggsfield$0.2842 per time
Higgsfield Lite
$ 
byHiggsfield$0.0875 per time
Higgsfield Standard
$ 
byHiggsfield$0.3941 per time
ModelResolutionInput → Output
Wan 2.5Current
$ 
$0.04 per second480p · 720p · 1080p
Input: TextInput: Image
Output: ImageOutput: Video
Minimax H3
$ 
$0.22 per time2K · more
Input: TextInput: Image
Output: Video
Wan 3.0
$ 
$0.09 per timemore
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Seedance 2.5 (Build 260628)
$ 
—$0.11 per second480p · 720p
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Kling v3.0 4k
$ 
$0.34 per second4k
Input: TextInput: Image
Output: Video
Seedance 2.0 Mini (Build 260615)
$ 
—$0.02 per second480p · 720p
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Kling v3 Omni 4k
$ 
$0.34 per second4k
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Seedance 2.0 Fast (Build 260128)
$ 
—$0.04 per second480p · 720p
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Vidu 2.0
$ 
$0.02 per second720p · 1080p · more
Input: ImageInput: VideoInput: Audio
Output: Video
Kling v3 Omni Pro
$ 
$0.09 per second—
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Vidu Q3 Turbo
$ 
$0.03 per second540p · 720p · 1080p
Input: TextInput: Image
Output: Video
Vidu Q3 Pro
$ 
$0.04 per second540p · 720p · 1080p
Input: TextInput: Image
Output: Video
Wan 2.6
$ 
$0.09 per second720p · 1080p · 2k
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Video Watermark Remover
$ 
—$0.05 per time—
Input: Video
Output: Video
Veo 3.1 Fast Generate Preview
$ 
—$1.20 per time—
Input: TextInput: ImageInput: Video
Output: Video
Veo 3.1 Generate Preview
$ 
—$3.20 per time—
Input: TextInput: ImageInput: Video
Output: Video
Hailuo 2.3 Fast
$ 
$0.03 per second1080p · more
Input: Image
Output: Video
Hailuo 2.3 Pro
$ 
$0.44 per time—
Input: TextInput: Image
Output: Video
Wan 2.2 Plus
$ 
$0.09 per time1K · more
Input: TextInput: Image
Output: Video
Veo 3.1
$ 
—$0.50 per time—
Input: TextInput: ImageInput: VideoInput: Audio
Output: Video
Sora 2 Pro
$ 
—$0.30 per second720p · 1080p
Input: TextInput: Image
Output: Video
Sora 2
$ 
—$0.10 per second720p
Input: TextInput: Image
Output: Video
Higgsfield Turbo
$ 
$0.28 per time—
Input: Image
Output: Video
Higgsfield Lite
$ 
$0.09 per time—
Input: Image
Output: Video
Higgsfield Standard
$ 
$0.39 per time—
Input: Image
Output: Video

Alibaba Wan 2.5 Standout Features

Harness the technical advantages of the Alibaba Wan 2.5 unified diffusion architecture.

Native 4K Cinematic Output

Uses a dual-stage diffusion process to generate 1080p content with an integrated 4K refiner for sharp textures.

Direct Camera Control

Provides granular API access to dolly, pan, tilt, and zoom with sub-degree precision for professional directing.

Flow-Latent Consistency

Reduces background morphing by 30% using a refined flow-matching architecture that preserves static geometry.

High-Fidelity Subject Identity

Maintains 98% visual identity preservation in Image-to-Video tasks, ideal for consistent brand storytelling.

Alibaba Wan 2.5 Frequently Asked Questions

Get technical insights and integration support for Alibaba Wan 2.5, the industry-leading video generation model.

How does Alibaba Wan 2.5 compare to the official API?

Using Alibaba Wan 2.5 through GPTProto provides a unified USD billing system and automatic failover across global high-availability clusters. While the core Alibaba model remains the same, our platform simplifies the SDK experience and offers enterprise-grade reliability and 5% volume discounts that aren't always available through direct retail channels.

Is data sent to Alibaba Wan 2.5 used for training?

No. We prioritize your privacy and intellectual property. All data transmitted to the Alibaba Wan 2.5 model via our aggregation platform is strictly excluded from any training cycles. Your proprietary prompts, images, and generated video assets remain confidential and are only used to fulfill your specific inference requests.

What is the typical generation time for Alibaba Wan 2.5?

Alibaba Wan 2.5 is optimized for high-throughput enterprise needs. On our standard NVIDIA H100 clusters, generating a 5-second high-definition 1080p video clip typically takes between 40 and 60 seconds. High-res 4K upscaling or longer 30-second segments will naturally increase the processing time accordingly.

Can I migrate from OpenAI Sora to Alibaba Wan 2.5?

Yes, migration is straightforward. Alibaba Wan 2.5 on our platform utilizes an OpenAI-compatible request structure. You can simply update your base URL and model parameter to 'wan-2.5'. Our gateway handles the internal parameter mapping, allowing you to leverage Alibaba's superior temporal stability without rewriting your entire codebase.

Does Alibaba Wan 2.5 support fine-tuning?

Currently, character-consistent fine-tuning (similar to DreamBooth for Video) is available for Alibaba Wan 2.5 exclusively for Enterprise Tier customers. This allows brands to train the model on specific product assets or spokespeople to ensure 100% visual consistency across large-scale marketing campaigns and social media content.

What cinematic controls does Alibaba Wan 2.5 offer?

Alibaba Wan 2.5 features Direct Camera Control (DCC), giving you granular API access to camera parameters. You can specify precise dolly, pan, tilt, and zoom movements. This is possible because Alibaba trained the model on over 100,000 hours of professionally directed cinema data, allowing it to understand complex directorial intent.

Related Articles

Guides, comparisons, and updates related to this model.

All Articles
wan2.2-animate: Quality Over Speed in AI

wan2.2-animate: Quality Over Speed in AI

While other models rush output, wan2.2-animate focuses on cinematic visual fidelity and prompt adherence. Learn how to optimize your video workflow today.

Wan 2.2 Animate: Real Image-to-Video

Wan 2.2 Animate: Real Image-to-Video

Stop struggling with AI video flickering. Learn how to configure wan 2.2 animate for precise character consistency and fluid motion. Read the full guide.

WAN 2.5 Guide: Deep Dive into the Newest AI Video Model and its Features

WAN 2.5 Guide: Deep Dive into the Newest AI Video Model and its Features

Explore the massive shift in generative video with WAN 2.5. Learn about its 1080p capabilities, the closed-source controversy, and how it compares to Sora in terms of cost and quality for professional creators.

Wan 2.5: The Future of 4K AI Video Generation

Wan 2.5: The Future of 4K AI Video Generation

Discover how Wan 2.5 transforms images into 4K cinematic videos with AI. Learn features, pricing, and GPT Proto API options.

GPT Proto

Empowering AI Innovation with Global Scale and Stability:

With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

Global Infrastructure, Local Compliance:

To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

Built to Scale:

We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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Features

  • AI Cat Dance Video Generator
  • AI Story Board Generator
  • Unrestricted AI Video Generator
  • Cute Wallpaper Generator
  • AI French Kissing Generator
  • AI Age Filter
  • AI Packaging Design Generator
  • Anime to Real Life AI
  • Anime AI Art Generator
  • AI Object Remover
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