Alibaba's ATH Innovation division has launched HappyHorse, a new video generation model, which is now in beta testing and integrated with the Qwen App. Despite ranking highly on an AI video evaluation platform prior to its release, industry insiders and testers have found HappyHorse to be competent but lacking significant innovation compared to competitors like ByteDance's Seedance 2.0 and Kuaishou's Keling 3.0. While HappyHorse boasts a large parameter count and advanced features, its performance in areas like cinematic quality and prompt adherence is considered slightly inferior to Seedance 2.0, and its pricing, while competitive, has not yet convinced users to switch from existing solutions. AI
Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →
IMPACT HappyHorse's release intensifies competition in the video generation space, but its current performance suggests it may not significantly alter industry production structures.
RANK_REASON New model release from a non-frontier lab with mixed reviews and no significant benchmark shifts.
