Happy Horse 1.0 vs Seedance 2.0 — Same Prompts, Wildly Different Results

追加: 2026-05-10

[00:00:00]Happy Horse is a new AI video model from Alibaba that recently topped the AI video leaderboards for both text video and image to video tasks. The model is developed by Zang D, the architect behind Kling version one and version two. It's a promising version one release with significant room for growth. In this video, in an epic prompt battle, I will compare Happy Horse against the dominant Kling, SeeDance 2.

[00:00:28]Happy Horse supports 1080p resolution resolution and can generate videos up to 15 seconds long with built-in audio. It also integrates advanced lip-sync capabilities. The model features a reference mode that allows users to input up to nine images for character and overall visual consistency. Similar to SeeDance 2, all the outputs you will see in this prompt battle were generated inside Polo AI. Polo AI gives you access to all the state-of-the-art AI video models like SeeDance 2, Happy Horse, Kling, Nano Banana Pro, GPT Image 2, and more.

[00:01:07]It lets you easily switch between them in one simple, consolidated workspace.

[00:01:13]So, ensure to check Polo AI from the link in the description below. For both models, I ran the exact same prompt at maximum settings, 15 seconds, 1080p without any reroll. Let's get started with the prompt battle.

[00:01:45]Oh!

[00:01:49]Ah!

[00:01:55]Ah! Ah! Ah!

[00:01:57]Ah!

[00:02:01]>> [music] >> I love the difficulty in this set.

[00:02:22]She is just 16 years old and she is absolutely fearless.

[00:02:31]Why did you cheat me, Jennifer?

[00:02:34]Didn't I love you enough?

[00:02:36]Why didn't you love me back, Jennifer?

[00:02:39]WHY? [screaming] Why did you cheat me, Jennifer?

[00:02:50]Didn't I love you enough?

[00:02:53]Why didn't you love me back, JENNIFER?

[00:02:56]WHY? [screaming] >> [music] [music] [music] [singing] [music] [music] [music] >> LOOK AT THE SPEED ON THE BREAK.

[00:04:33]HE'S DRIBBLING AT A FULL GALLOP.

[00:04:40]>> [music] [music] [music] [music] [music] [music] [cheering] [music] >> PERFECT.

[00:06:23]PERFECT.

[00:06:27]>> [cheering] [cheering and screaming] [cheering] [music] [music] [music] [music] [music] [screaming] [cheering] >> STOP! [screaming] STOP!

[00:08:47]>> [cheering] [cheering] [music] >> WOO!

[00:09:08]>> [music] >> WOO!

[00:09:12]>> [screaming] [cheering] [music] [music] >> WOO!

[00:09:40]>> [screaming] [cheering] [groaning] >> HMM.

[00:10:26]>> [cheering] [music] [music] [music] [music] [music] [music] [music] [music] >> HAPPY HORSE IS A PROMISING version one release from a team with a strong technical background. But, as the prompt battle makes clear, it's still sits noticeably behind C Dance 2 in several core areas of AI video generation. Pika AI's new Ultra plan now offers unlimited C Dance 2 usage for 10 days. This pricing is more competitive than other platforms, as you can see in this comparison chart. This plan is especially suitable for SMBs or content creators who need to generate a large volume of high-quality videos in a short period. From a temporal coherence and cinematic control perspective, C Dance 2 remains the more mature and reliable model. It handles complex scene continuity, character motion, camera direction, and spatial consistency with far greater stability across a wide range of scenarios, from subtle acting performances and dialogue-driven scenes to high-energy action sequences, dynamic camera moves, and physics-heavy prompts, SeaDance 2 consistently shows stronger prompt adherence and fewer breakdowns.

[00:13:42]Happy Horse, on the other hand, has potential, especially for a first public release. It is much cheaper than SeaDance 2. For a decent quality, generations are lower cost, but it still struggles with maintaining believable motion over time, preserving visual logic between shots, and executing more ambitious cinematic instructions without drifting or collapsing into artifacts.

[00:14:07]SeaDance 2, by contrast, feels more production-ready because it understands staging, the camera language, pacing, and emotional performance more convincingly. So, SeaDance is still clearly ahead. Happy Horse is definitely a model to watch, especially Happy Horse version 2. Hopefully, this video was truly helpful for you. Don't forget to give it a thumbs up and subscribe for more in-depth tutorials. If you want to learn more about future of AI storytelling, click here.