GUIDE
7 min

HappyHorse vs Kling vs Seedance: New #1 AI Video Model (2026)

HappyHorse 1.0 just topped every AI video benchmark. Full specs, Elo scores, and how to use Kling and Seedance engines on ZenCreator today.

happyhorseklingseedanceai-videocomparisonbenchmark
By
Alex Sokoloff
Alex Sokoloff·Co-founder·MSc Computer Science

An anonymous model called HappyHorse appeared on the Artificial Analysis Video Arena in early April 2026 and beat everything — Kling, Seedance, Runway, all of them. Then Alibaba confirmed it was theirs. The AI video leaderboard reshuffled overnight.

Here's what happened, how these models compare, and how you can use Kling and Seedance engines on ZenCreator right now.

Quick answer: what does this mean for creators?

Benchmarks shift every few months — HappyHorse is #1 today, something else will be tomorrow. What matters is having access to the best engines inside a workflow that actually ships content. ZenCreator gives you 16 video models — including Kling and Seedance families — with face consistency, lip sync, and social export. No standalone benchmark winner offers that.

What is HappyHorse and why does it matter?

Alibaba's ATH division submitted HappyHorse anonymously to the Artificial Analysis Video Arena — the most widely-used blind benchmark for AI video. Human raters scored it #1 on both text-to-video and image-to-video without knowing which model they were judging[1].

The team includes researchers from Tongyi Lab and Taotian Technology. Bloomberg, CNBC, and South China Morning Post all covered the reveal[2].

Key specs: 15B-parameter unified Transformer, 1080p, 3–15 second clips, joint audio-video generation, 7-language lip-sync. API launched April 27 via Alibaba Cloud[6].

The catch: HappyHorse is a standalone API. No pipeline tools, no face swap, no social export, no character consistency. You generate one clip — that's it.

How the benchmark leaderboard looks now (April 2026)

RankModelElo (T2V)Elo (I2V)Developer
#1HappyHorse1,3661,401Alibaba ATH
#2Seedance1,2701,347ByteDance
#3Kling1,246Kuaishou

This leaderboard changes every few months. Runway Gen-4.5 was #1 in December. Kling and Seedance passed it in February. Now HappyHorse leads. By the time you read this, it may have shifted again.

What you can use today on ZenCreator

Instead of waiting for the next benchmark winner, ZenCreator already gives you access to Kling and Seedance engines — the #2 and #3 families on the leaderboard — inside a full creator pipeline.

Kling (2.1 / 2.5 / 2.6 / 2.6+Audio)

ZenCreator's workhorse for photorealistic video. Kling 2.6 generates 1080p at 48fps with native audio — voiceovers, sound effects, and ambient atmosphere in a single pass.

  • Kling 2.6+Audio — simultaneous audio-visual generation, up to 30 seconds
  • Kling 2.5 Turbo — 2x faster generation for rapid iteration
  • Kling 2.1 — up to 2-minute clips with Start/End Frame control

Try "Heart-shaped sand kiss" → · Open Video Generator →

Seedance (Pro Fast / Pro / 1.5 Pro)

Best-in-class body motion — dance choreography, action sequences, dynamic movement. Seedance 1.5 Pro adds native audio-video co-generation.

  • Seedance Pro Fast — speed-optimized, up to 3x faster than Pro
  • Seedance Pro — best quality for motion-heavy content
  • Seedance 1.5 Pro — native audio with phoneme-level lip-sync

Try "Dancing at the rooftop" → · Open Video Generator →

WAN (2.2 / 2.5+Audio / 2.6 Ultra Fast)

Zero content restrictions. WAN 2.5+Audio generates synchronized dialogue and ambient sound. WAN 2.6 Ultra Fast is the cheapest and fastest option for rapid iteration.

Open Video Generator →

+ Lip Sync, Face Swap, and 12 tools total

The thing no standalone model — including HappyHorse — can do: keep the same character across every video. ZenCreator's Face Swap applies your character's face to any clip from any engine. Lip Sync turns a single photo into a talking-head video. All 16 engines, one consistent identity.

Try ZenCreator Free →

Try these video engines on ZenCreator

Frequently asked questions

What is HappyHorse 1.0 and who made it?

HappyHorse 1.0 is an AI video generation model made by Alibaba's ATH (Alibaba Token Hub) division. It was submitted anonymously to the Artificial Analysis Video Arena in April 2026 and achieved the #1 ranking on both text-to-video (Elo 1,366) and image-to-video (Elo 1,401) benchmarks.

Is HappyHorse better than Kling 3.0?

In blind quality comparisons, yes — HappyHorse scores higher on Artificial Analysis. But Kling 3.0 has 4K resolution at 60fps and multi-shot sequencing, which HappyHorse lacks. For raw visual fidelity, HappyHorse wins. For resolution and cinematic control, Kling 3.0 wins.

How does HappyHorse compare to Seedance 2.0?

HappyHorse beats Seedance 2.0 on both Elo leaderboards. Seedance 2.0's advantage is dance choreography and complex body motion — it was specifically optimized for movement. HappyHorse produces better overall quality; Seedance produces better dance content.

Can I use HappyHorse for free?

The API launched via Alibaba Cloud Bailian on April 27, 2026. Pricing and free tier details are still emerging. For free AI video generation with multiple models, ZenCreator provides access to 16 video engines.

Which AI video model has the best motion quality in 2026?

For general motion quality, HappyHorse 1.0 leads benchmarks. For dance-specific motion, Seedance 2.0 is more accurate. For maximum resolution with motion, Kling 3.0 at 4K/60fps is unmatched. ZenCreator gives you access to Kling, WAN, and Seedance engines — covering all three motion strengths.

Will ZenCreator add HappyHorse?

ZenCreator regularly adds new video models as they become available. The platform currently includes 16 video models across Kling, WAN, Seedance, and Grok families. Follow ZenCreator's updates for new model announcements.

Related reading

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