Decision support

HappyHorse 1.0 vs Muse Video

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Benchmark results

Head to head on 1 benchmark both models report

  • HappyHorse 1.00leads
  • Muse Video1lead
  • Arena Text to Video

    Arena rating · Higher is better

    • HappyHorse 1.0
      1429
      Arena #12CI 1416 to 1441
    • Muse Video
      Best1457
      +28 ahead · Arena #10CI 1443 to 1472
    Runs and sources
    HappyHorse 1.0
    • default142995% CI 1416 to 1441 · 22,896 votes
    Muse Video
    • default145795% CI 1443 to 1472 · 2,225 votes
  • Arena Image to Video

    Arena rating · Higher is better

    • HappyHorse 1.0
      1443
      Arena #12CI 1433 to 1453
    • Muse Video
      Not reported
    Runs and sources
    HappyHorse 1.0
    • default144395% CI 1433 to 1453 · 73,331 votes
    Muse Video

    Not reported

  • Arena Video Edit

    Arena rating · Higher is better

    • HappyHorse 1.0
      1306
      Arena #8CI 1292 to 1319
    • Muse Video
      Not reported
    Runs and sources
    HappyHorse 1.0
    • default130695% CI 1292 to 1319 · 3,253 votes
    Muse Video

    Not reported

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date
June 24, 2026
July 7, 2026
Context window
—
—
Native context
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—
Max output tokens
0
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Knowledge cutoff
—
—
Open weights
Closed
Closed
Parameter count
—
—

API pricing · USD per 1M tokens

Input
$0.00
—
Output
$0.00
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Cached input
—
—
Cache write
—
—

Capabilities and modalities

Input modalities
text, image
text
Output modalities
video
video
Tool calling
—
—
Reasoning option
—
—
Supported options
max_tokens, presence_penalty, response_format, seed, temperature, top_p
—
Capabilities
—
—

Architecture and availability

Architecture
—
—
Model families
—
—
Tokenizer
Other
—
Instruction format
—
—
License
—
Proprietary
Providers
1
0
Provider endpoints
1
0
Ollama variants
0
0
Metadata source
ai-research
ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

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