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Happy Horse 1.0 unifies video and audio for cinematic multi-shot scenes with natural motion, lip sync, and synced sound. Try Happy Horse on Pollo AI for free!
HappyHorse 1.0 eliminates the need for separate audio post-production. By processing video and audio tokens within the same unified Transformer sequence, the model ensures that the sound of a splashing wave or a roaring engine perfectly matches the on-screen action.
| Start Frame | End Frame | Prompt | Output Video |
![]() | ![]() | A cinematic shot of a heavy thunderstorm hitting a futuristic neon city. The sound of thunderclaps and rain hitting metallic surfaces is perfectly synced with the flashes of lightning. |
With an Elo score of 1392, HappyHorse 1.0 is the world’s most powerful tool for bringing static images to life. It maintains extreme character consistency and environmental detail, making it ideal for animating concept art, portraits, and product photos.

One of the biggest pain points in AI video is "unnatural" movement. HappyHorse 1.0 solves this with a highly optimized motion engine that understands real-world physics, ensuring that human gaits, fluid dynamics, and camera pans are smooth and stable.
| Prompt | Output Video |
| A high-speed F1 car drifting around a sharp corner on a wet track. Water sprays realistically from the tires, and the camera follows the drift with a professional cinematic pan. |
Happy Horse 1.0 is a native multi-modal model that understands the nuances of different languages. Users can input complex, culturally specific descriptions in their native tongue to achieve highly accurate visual representations without losing detail in translation.
| Prompt | Output Video |
| (Chinese Prompt) 一位身着汉服的少女在盛开的梨花树下漫步,花瓣随风飘落,阳光穿过树叶洒在她身上,意境唯美动人。 |
Happy Horse 1.0 breaks the speed barrier by reducing the denoising process to just 8 steps without sacrificing visual clarity. By utilizing a highly efficient Transformer architecture and optimized sampling, it achieves a 1.2x end-to-end acceleration, allowing creators to iterate and generate professional-grade videos significantly faster than with traditional models.
Happy Horse 1.0 integrates advanced lip-sync capabilities, ensuring that generated dialogue perfectly matches the on-screen character's mouth movements with "ultra-low WER (Word Error Rate)." This eliminates the need for manual post-production adjustments, making character animation more realistic and efficient.
Go beyond single-clip generation. Happy Horse 1.0 empowers you to create complex narratives by generating videos with multiple camera angles and cuts in a single process. It ensures the subject, whether a person or object, remains perfectly consistent across every shot, providing a seamless and professional final product.
Gain unprecedented directorial control over your videos. With Happy Horse 1.0, you can describe camera movements directly in your prompt. Command complex cinematic language like push-ins, pull-outs, pans, crane shots, and aerial dives to add a professional, dynamic feel to your creations. The camera motion intelligently coordinates with the subject's movement, keeping the visual focus stable and natural.
As an open-weight model, Happy Horse 1.0 is democratizing access to elite AI video capabilities. Widely recognized as a potential "Seedance 2.0 killer," it disrupts the dominance of proprietary models by offering developers and creators unprecedented performance. This open-source advantage is accelerating global innovation, proving that community-accessible tools can outrank closed ecosystems on benchmark battlegrounds.
| Feature | Happy Horse 1.0 | Seedance 2.0 | Kling 3.0 | Wan 2.6 |
| T2V Elo Rank | #1 (Score: 1333) | #2 (Score: 1273) | #4 (Score: 1241) | Top 10 |
| I2V Elo Rank | #1 (Score: 1392) | #2 (Score: 1355) | Top 5 | Top 10 |
| Generation Speed | Ultra-Fast (8-step Denoising) | Moderate | Fast | Moderate |
| Ideal For | Ready-to-use cinematic clips | Social media & Virtual Avatars | Realistic action & Long clips | Research & Custom LoRAs |
Top of the Artificial Analysis T2V leaderboard (no audio), early April 2026:
| Rank | Model | Elo | API Available | Released |
| #1 | HappyHorse-1.0 | 1333 | Yes, you can use Happy Horse 1.0 API on Pollo API | Apr 2026 |
| #2 | Seedance 2.0 720p | 1273 | No public API | Mar 2026 |
| #3 | SkyReels V4 | 1245 | Yes ($7.20/min) | Mar 2026 |
| #4 | Kling 3.0 1080p Pro | 1241 | Yes ($13.44/min) | Feb 2026 |
| #5 | PixVerse V6 | 1240 | Yes ($5.40/min) | Mar 2026 |
Select Happy Horse
Navigate to the Pollo AI Image to Video page and select the Happy Horse model.
Input Your Prompt
Upload a reference image and/or type in a text prompt describing your image.
Generate Video
Click 'generate' and be patient while your video is prepared for download.
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Read our insightful articles about Happy Horse and learn more about its features, benefits, use cases, and more!
Developed by Alibaba, Happy Horse is a top-ranked open-source model. It uses a unified 40-layer Transformer to generate cinematic video and perfectly synced audio simultaneously from text or images.
Yes! Pollo AI has a free trial plan that offers first-time users limited credits to generate with the Happy Horse video model. Just sign up for an account to get started, but if you want to keep using it, you will need to subscribe to a paid plan.
The primary difference is its #1 ranked visual quality and its ability to generate video and audio simultaneously. While most AI models are silent, Happy Horse produces a complete, sound-synced clip in one step.
According to the latest Artificial Analysis Video Arena (a blind human preference test), Happy Horse 1.0 scores significantly higher in visual quality and motion, leading Seedance 2.0 by over 60 Elo points in text-to-video.
Yes. Unlike other models that require you to 'generate audio' as a second step, Happy Horse synthesizes both at the same time, ensuring that sounds are perfectly timed with the action on screen.
It natively supports English, Chinese, Japanese, Korean, German, and French. You do not need to translate your prompts to English to get high-quality results.
