Alibaba's Happy Horse AI Video Generator Surges to Top of Industry Rankings
Alibaba's new AI video generation model Happy Horse, built by its ATH AI Innovation Unit, has taken the number one spot in Artificial Analysis rankings immediately after launch, surpassing ByteDance's Seedance 2.0.
Chinese tech giant Alibaba has unveiled a new AI video generation model called Happy Horse. The tool immediately claimed the top position in the Artificial Analysis text-to-video ranking, displacing ByteDance's Seedance 2.0.
What Is Happy Horse?
Happy Horse was developed within a newly established division called Alibaba Token Hub (ATH AI Innovation Unit). The product is currently in beta testing, with no public website available yet. The team has indicated that API access will be offered "in the near future."
"HappyHorse is still in the stable. 🐴 No official website yet — anything you've seen out there isn't us. We're part of Alibaba's ATH AI Innovation Unit, and when we're ready, you'll know. Stay tuned." — HappyHorse (@HappyHorseATH), original post

The result is particularly striking because Alibaba's previous video generation efforts under the Wan brand rarely made it into the top 20. Happy Horse's unexpectedly strong performance has sparked intense discussion among Chinese AI researchers and investors.
Why This Matters
AI video generation is among the most fiercely contested areas in the artificial intelligence industry, largely because it represents one of the few AI domains with a clear monetization model. After OpenAI exited this segment, Chinese companies have expanded their footprint and now hold the majority of positions in industry leaderboards.
Independent observers have already conducted side-by-side comparisons. GMI Cloud published results from several matchups:
"Spent 2 hours on Artificial Analysis's video comparison page, and Happy Horse kept showing up. So we recorded a few matchups: Veo 3.1 Lite vs Happy Horse, Kling v3 vs Happy Horse, SkyReel v4 vs Happy Horse, PixVerse v6 vs Happy Horse. Early take: it's surprisingly good at…" — GMI Cloud (@gmi_cloud), original post
Alibaba's Broader AI Ambitions
Happy Horse's emergence came as a surprise partly because Alibaba had already released an updated version of its flagship video generator Wan — built by its Tongyi lab — in early April. Prior to the Happy Horse launch, the company had not publicly disclosed that multiple internal teams were working on similar tools in parallel.
Alibaba, China's largest e-commerce company, has made a decisive pivot toward artificial intelligence, setting an ambitious goal of building artificial general intelligence (AGI). In April, the company's cloud division also launched the Qwen3.6-Plus language model, underscoring the systematic nature of Alibaba's AI investments.
The trajectory of Happy Horse will depend on how successfully the ATH team transitions the product from beta to a full commercial launch with API access. Competition in the video generation space continues to intensify, and leaderboard positions can shift rapidly as new models emerge.
Frequently Asked Questions
What is Alibaba Happy Horse AI model?
Happy Horse is an AI text-to-video generation model developed by Alibaba's ATH AI Innovation Unit (Alibaba Token Hub). It is currently in beta testing with API access planned for the near future.
How does Happy Horse compare to other AI video generators?
Happy Horse topped the Artificial Analysis text-to-video ranking immediately after release, surpassing ByteDance's Seedance 2.0. Independent comparisons by GMI Cloud tested it against Veo 3.1 Lite, Kling v3, SkyReel v4, and PixVerse v6 with positive early results.
Why did Chinese AI companies dominate video generation rankings?
After OpenAI exited the video generation segment, Chinese companies expanded their presence and now hold the majority of positions in industry leaderboards. Video generation is one of the few AI fields with a clear monetization model, driving intense competition.
What is Alibaba Token Hub?
Alibaba Token Hub (ATH) is a new division within Alibaba responsible for developing Happy Horse. The unit had not been publicly associated with video generation tools before the Happy Horse release.
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