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An Anonymous Model Topped the Global AI Video Leaderboard. Alibaba Says It Built It.

A stealth model called HappyHorse-1.0 climbed to No. 1 on the Artificial Analysis video arena before Alibaba confirmed it was behind the surge, ahead of ByteDance and Kuaishou.

2026-06-23 · by Moe Ameen

What happened

In early April 2026, an unfamiliar text-to-video model called HappyHorse-1.0 appeared on the Artificial Analysis video arena — a blind, head-to-head leaderboard where users vote on which clip better matches a prompt — without naming its maker. It climbed to the top of the ranking, leading the text-to-video board and placing at or near the top for image-to-video as well, ahead of established models from ByteDance and Kuaishou. The anonymous debut and fast rise drew industry attention before anyone knew who was behind it.

On April 10, 2026, Alibaba confirmed it built the model, according to reporting from Bloomberg, CNBC, and Caixin. The company tied HappyHorse to its in-house AI effort and said the model was in limited testing, with broader API access through Alibaba Cloud's Model Studio expected to follow. The result it surpassed included ByteDance's Seedance 2.0 and Kuaishou's Kling line — and marked a sharp jump for Alibaba, whose earlier Wan video models had ranked further down the same board.

The surge is part of a wider pattern: Chinese labs now hold most of the top positions on third-party AI video rankings, competing on quality while undercutting Western models on cost. Note that HappyHorse is a separate, hosted model from Alibaba's open-weight Wan series; exact version numbers, benchmark scores, and pricing shift as the models update, so treat any single figure as a snapshot and confirm against Alibaba Cloud's listings before relying on it.

Why it matters for creators

  • The frontier of AI video generation is no longer one or two Western labs. A model can debut anonymously and reach No. 1 in days, which means the "best" generator you would build on can change month to month.
  • Chinese models including HappyHorse and Alibaba's Wan line compete on quality while pricing well below Western options, lowering the cost of generating short clips at volume.
  • A leaderboard win is measured on raw clip quality in a blind test — not on captions, brand styling, aspect ratios, or publishing. A top-ranked clip is still raw material, not a finished post.
  • Hosted access through Alibaba Cloud Model Studio means these models will show up inside the tools creators already use, rather than only as a standalone app.
  • Most of these generators output short, silent clips of a few seconds. Turning one into a post that performs still takes captioning, reframing per platform, and a hook — work the model itself does not do.

How to act on this with Kompozy

A leaderboard-topping model like HappyHorse wins on one thing: the raw clip. What it hands you is a few seconds of silent video — not a captioned, on-brand post sized for each platform, and not the supporting content a launch needs around it. That last mile is the whole job, and it is what Kompozy does. Bring a generated clip in and Kompozy burns in branded captions, reframes it to each destination's aspect ratio, composites it with b-roll or a music bed into a Clipped Short or Marketing Short, and fans the same idea into a carousel, a quote card, and platform-native captions in your voice — then schedules and publishes the set across all nine connected platforms from one queue. The model makes the footage; Kompozy makes the posts.

It also generates video the clip model cannot. Where HappyHorse outputs a short scene, Kompozy produces persona and avatar video — a talking-head HeyGen short with auto-captions, an avatar composited into a brand-exact HyperFrames template, a listicle video over a portrait clip — so your recurring, on-brand format does not depend on which generator is ranked first this week. And there is a news play today: drop your take on the Chinese-AI-video surge into Kompozy as a source and it spins one point of view into a blog post, a carousel explainer, short captioned clips, and posts scheduled across your channels. Being early on a story like this is how a single take becomes a week of content.

Quick takeaways

  • An anonymous model, HappyHorse-1.0, topped the Artificial Analysis video leaderboard in early April 2026 before its maker was known.
  • Alibaba confirmed on April 10, 2026 that it built the model, surpassing rivals from ByteDance and Kuaishou.
  • HappyHorse is a hosted model headed for Alibaba Cloud Model Studio, separate from Alibaba's open-weight Wan video line.
  • Chinese labs now hold most top spots on third-party AI video rankings, competing on quality and undercutting Western models on cost.
  • A top-ranked clip is raw material — Kompozy captions, reframes, and publishes it across nine platforms and generates the persona video and posts around it.

Frequently asked questions

What is HappyHorse-1.0?

It is an AI text-to-video model that appeared anonymously on the Artificial Analysis video leaderboard in early April 2026 and climbed to No. 1. On April 10, 2026, Alibaba confirmed it had built the model through its in-house AI effort, with hosted access expected via Alibaba Cloud Model Studio.

Which models did Alibaba's HappyHorse surpass?

On the Artificial Analysis video arena it led the text-to-video ranking ahead of established models from rivals including ByteDance (Seedance) and Kuaishou (Kling). Exact rankings and scores shift as models update, so confirm the current board before quoting a position.

Is HappyHorse the same as Alibaba's Wan model?

No. HappyHorse is a separate, hosted model that topped the leaderboard in April 2026. Wan is Alibaba's open-weight video line, which is also highly ranked but distinct. Treat their versions, scores, and pricing as separate and check Alibaba Cloud's listings for current details.

Can I turn a clip from a top AI video model into finished posts?

The model only generates the raw clip. Bring it into Kompozy to add branded captions, reframe it for each platform, composite it into a Clipped Short or Marketing Short, fan it into a carousel and captions in your voice, and schedule and publish across TikTok, Reels, YouTube Shorts, X, LinkedIn, and more from one queue.

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