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happyhorse-1.0 model icon
Video

happyhorse-1.0

HappyHorse is Alibaba ATH-AI's unified multimodal video model, available on APIMart as the HappyHorse API. It generates 1080p video with synchronized native audio in a single forward pass, supports 7-language lip-sync, and ranks #1 on Artificial Analysis text-to-video and image-to-video leaderboards.

Text to VideoImage to VideoNative Audio1080p

Service Highlights

  • 99.9% SLA
  • Official Discounts
  • Pay-as-you-go
  • Fast & Low Latency
Input
11 / 2500
5s
Output

Video link valid for 72 hours

Pricing Details

Transparent pricing with no hidden fees. Pay only for what you use.

* Actual costs are subject to final output.

The HappyHorse API — Native Audio Video Model on APIMart

Alibaba's HappyHorse unifies pixels and audio in a single Transformer, delivering 1080p videos with sub-pixel lip-sync across 7 languages. APIMart provides unified access to the HappyHorse API with a single key.

50K+

Active Users

99.9%

Uptime

2x

Faster

70%

Cost Savings

Why the HappyHorse API Stands Out

HappyHorse is the first generative video model to natively co-produce visuals and audio

Unified Multimodal Transformer

The HappyHorse API uses a single-stream Transformer that places text, image, video, and audio tokens in the same representation space — eliminating the traditional video → audio → lip-sync pipeline.

Native Audio Generation

The HappyHorse API generates dialogue, ambience, and effects together with the video. No separate TTS or post-production — audio and motion arrive perfectly aligned out of the box.

7-Language Lip-Sync

HappyHorse delivers sub-pixel mouth alignment in English, Chinese (Mandarin & Cantonese), Japanese, Korean, German, and French. Built for global dialogue-heavy content.

On Artificial Analysis

HappyHorse tops both text-to-video (1333 Elo) and image-to-video (1392 Elo) leaderboards in global blind evaluations as of April 2026.

8-Step DMD-2 Sampling

The HappyHorse API is distilled to roughly 8 denoising steps with no classifier-free guidance — about 38 seconds per 1080p clip on a single H100 GPU.

Native 1080p Output

HappyHorse generates broadcast-grade 1080p video without upscaling, maintaining strong physical consistency and temporal coherence across multi-shot sequences.

Optimized for Vertical & Dialogue

HappyHorse excels at portrait-oriented, dialogue-heavy formats — ideal for short video, social ads, and multilingual voice-over content.

Sandwich Architecture

HappyHorse uses a 'sandwich' design with a shared self-attention core to fuse modalities efficiently — roughly 15B parameters with hardware-aware H100 optimization.

Where the HappyHorse API Shines

Production scenarios that benefit from native audio-video co-generation

Multilingual Ad Creatives

Produce one ad concept with the HappyHorse API and deploy it across 7 languages with lip-synced dialogue — no separate dubbing pipeline. Cut time-to-market for global campaigns.

Vertical Short Video at Scale

HappyHorse offers native portrait support and dialogue-first generation — ideal for TikTok, Reels, Shorts, and Douyin content with realistic spoken audio.

Talking-Head & Spokesperson Video

HappyHorse generates spokesperson videos, product explainers, and training content where speech, mouth movement, and gestures stay perfectly in sync.

Storyboard & Pre-Visualization

HappyHorse pre-visualizes multi-shot sequences with temp dialogue and ambient sound baked in — useful for film, animation, and game cinematics.

Localized E-Learning

HappyHorse renders the same lecture in multiple languages with matching lip-sync — a fraction of the cost of re-shooting or human dubbing.

Cross-Border Brand Content

Brands expanding into new markets can use the HappyHorse API to launch culturally-localized video creative without separate production crews per region.

Get Started with the HappyHorse API

Start creating native-audio AI videos with HappyHorse in just a few simple steps

1

Sign Up

Create your free APIMart account to get started with HappyHorse. You can set up an organization for your team at any time.

2

Top Up

Add funds to your account balance to start using the service. Your balance can be used across all models on APIMart, including the HappyHorse API.

3

Generate API Key

Create an API key in the dashboard — you'll need it to authenticate every call to HappyHorse. Get instant access to native-audio AI video.

User Reviews for the HappyHorse API

Real feedback from creators and developers worldwide

The HappyHorse API audio output is unreal — dialogue lip-sync just works on the first generation, no separate TTS pipeline.

Alex Morgan

Creative Director

HappyHorse cut our localization time by 70%. One prompt, seven languages, all with matching mouth shapes.

Sarah Kim

Marketing Manager

1080p straight out of HappyHorse with no upscaling artifacts. The temporal consistency across multi-shot sequences is impressive.

James Wilson

Full-Stack Developer

We swapped our previous video provider for HappyHorse and saw immediate quality wins on dialogue-heavy scenes.

Lisa Chen

CTO, StartupAI

As an indie filmmaker, HappyHorse has been a game-changer for storyboard pre-visualization with temp dialogue baked in.

Marco Rivera

Independent Filmmaker

Routing the HappyHorse API through APIMart's unified gateway means I keep one key for everything. Integration took less than an hour.

Emily Zhang

DevOps Engineer

The HappyHorse API — Frequently Asked Questions

Everything you need to know about the HappyHorse API on APIMart

What is the HappyHorse API?

The HappyHorse API is a generative video service from Alibaba's ATH-AI division (originating from Taobao & Tmall's Future Lifestyle Lab). It exposes a single-stream multimodal Transformer that generates 1080p video and synchronized native audio in one forward pass.

What parameters does the HappyHorse API accept?

The HappyHorse API accepts these core parameters: model (happyhorse-1.0), prompt (text description, ≤2500 chars), resolution (720P or 1080P, default 1080P), duration (clip length 3-15s, default 5s), aspect_ratio (16:9 / 9:16 / 1:1 / 4:3 / 3:4, text-to-video only), plus optional seed and watermark. Pass image_urls or first_frame_image to switch into image-to-video mode (aspect_ratio is then derived from the first frame).

How is HappyHorse audio different from other video models?

Most video models generate visuals first, then add audio in a separate step. HappyHorse generates visuals and audio jointly in the same Transformer — yielding sub-pixel lip-sync, naturally aligned ambient sound, and far more believable dialogue scenes.

Which languages does HappyHorse lip-sync support?

HappyHorse supports seven languages: English, Mandarin Chinese, Cantonese, Japanese, Korean, German, and French. Mouth shapes align at sub-pixel precision based on the chosen audio language.

How fast is the HappyHorse API?

On a single NVIDIA H100 GPU, HappyHorse generates a native 1080p clip in roughly 38 seconds. The 8-step DMD-2 sampler skips classifier-free guidance, making it dramatically faster than diffusion video models that require 30+ steps.

How does HappyHorse compare to Sora 2, Veo 3.1, and Kling?

On Artificial Analysis blind evaluations, HappyHorse ranks #1 on both text-to-video (1333 Elo) and image-to-video (1392 Elo). Its key differentiator vs. Sora 2 and Veo 3.1 is native audio co-generation; vs. Kling, it offers stronger dialogue and lip-sync.

What is the pricing for HappyHorse?

Check the pricing section on this page for current per-second rates. Top up credits on APIMart to start generating videos with HappyHorse.

How do I get started with the HappyHorse API?

Send a POST request to /v1/videos/generations with your APIMart API key, model name happyhorse-1.0, and your prompt. See the HappyHorse documentation for full integration examples.

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