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AI model rankingsImage to videoHappyHorse-1.0

HappyHorse-1.0

Alibaba-ATH Released April 2026

Visit Alibaba-ATH
#18 of 34 for image-to-video 3,300 votes Updated Nov 3, 2026, 06:32 PM UTC

At a glance

How HappyHorse-1.0 compares with the other 33 image-to-video models.

  • Middle of the pack. Ranked #18 of 34, 142 Elo points behind #1 and ahead of 48% of models.

  • Close race with 6 models. Its score range overlaps with FLUX 3, HappyHorse-1.1, Gemini Omni Flash 1.1 and 3 more, so you may not notice a difference.

Model details

Made by
Alibaba-ATH
Category
Image to video
Released
April 2026 · 7 months ago
Best Alibaba-ATH model
HappyHorse-1.1
Win rate vs all
52%
Companies ranked
20

Rank

#18

of 34 models

Elo rating

1,012

142 behind #1

typical 1,016

± range

±18

how certain the score is

Votes

3,300

blind comparisons

Where it ranks

This model next to its closest competitors. Click another bar to open that model.

Head-to-head chances

How often people would pick this model over another in a blind vote, based on the Elo scores.

  • USvs Utopai X · #1 overall31%
  • vs Kling 3.0 Omni 1080p · The model just above (#17)49%
  • vs Kling 3.0 1080p · The model just below (#19)52%

Also ranked in

The same model in other categories.

  • Video generation#16 of 36

Nearby in the ranking

  • Gemini Omni Flash 1.1

    Google

    1,022

    Elo

    #16

    rank

  • Kling 3.0 Omni 1080p

    KlingAIPro

    1,019

    Elo

    #17

    rank

  • HappyHorse-1.0

    Alibaba-ATH

    1,012

    Elo

    #18

    rank

  • Kling 3.0 1080p

    KlingAIPro

    1,000

    Elo

    #19

    rank

  • Grok Imagine Video 1.5 Lite

    SpaceXAI

    997

    Elo

    #20

    rank

More from Alibaba-ATH

  • HappyHorse-1.1

    Alibaba-ATH

    1,024

    Elo

    #15

    rank

Questions people ask

Is HappyHorse-1.0 the best image-to-video model?
Not quite: it's #18 of 34. The leader is Utopai X by Utopai Studios, 142 Elo points ahead. People would still pick HappyHorse-1.0 over it in about 31% of blind votes.
How is this ranking made?
People are shown two results for the same prompt without knowing which model made them, and vote for the one they like more. HappyHorse-1.0 has been in 3,300 of these votes. The votes are turned into an Elo score, the same system used to rank chess players.
Who makes HappyHorse-1.0?
Alibaba-ATH (alibabacloud.com). They have 2 models in this ranking.
What are alternatives to HappyHorse-1.0?
Gemini Omni Flash 1.1 (Google), Kling 3.0 Omni 1080p (KlingAI), Kling 3.0 1080p (KlingAI), Grok Imagine Video 1.5 Lite (SpaceXAI) are ranked closest to it. The best model from another company is Utopai X by Utopai Studios.

People see two results for the same prompt without knowing which model made them, and vote for the better one. Gaps under about 20 Elo points are hard to notice in practice.

Benchmark data from Artificial Analysis, an independent benchmarking company. Rankings refresh every few hours.