MetaVideo modelPreview
Muse Video
In text to video, Muse Video is in place 8 of 23.
1,456Arena ratinghigher is better
n/alongest single cliphigher is better
62out of 100same as last month
Summary
Muse Video is Meta’s early preview for video generation with native audio. Meta cites strong prompt adherence, visual fidelity, and temporal consistency and says access for creators and Meta AI is coming soon.
Meta still lists audio-video synchronization and physically accurate fast motion as open gaps. Pricing, resolution, and maximum duration are unpublished, so Muse Video remains a research preview without a fixed production scope.
Muse Video benchmarks
Text to video arena
How people rate generated videos in blind comparisons, Elo points · higher is better
20 of 23 models
as of September 22, 2026 · Source: LMArena
Show all 2 individual results from 2 sources
Published benchmarks
LMArena Text to Video
Elo ratings summarize pairwise comparisons within this leaderboard. They are not percentages. The scale does not express absolute quality or linear gaps between models.
higher is betterAs of November 5, 2026Scale: 0 Elo - 1,516 Elo
Methodology and context
- Metric
- elo-rating
- Scale
- No upper bound is documented. The chart spans the recorded values and zero.
- Participants
- 23
- Sample
- 2,188
Measurements without matching peer values
These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.
Arena Text-to-Video preference score (Show measurement, test conditions, and source)
- Source value
- 1456
- Score
- 1456
- Metric
- Arena displayed preference score
- Unit
- rating
- Benchmark version
- Arena Text-to-Video snapshot 2026-09-21
- Category
- text-to-video
- Direction
- Higher is better
- Sample
- 2188
- Source type
- official-leaderboard
- Evaluator
- Arena Text-to-Video leaderboard
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Official benchmark leaderboard. Overall text-to-video; exact published model label Muse Video.
Recorded measurement details
LMArena Text to Video: LMArena Text to Video (Show measurement, test conditions, and source)
- Source value
- 1456
- Score
- 1456
- Metric
- elo-rating
- Unit
- Elo
- Task
- lmarena-text-to-video
- Task label
- LMArena Text to Video
- Direction
- Higher is better
- Source rank
- 9
- Sample
- 2188
- Lower confidence bound
- 1441
- Upper confidence bound
- 1471
- Retrieved at
- 2026-11-05
Popularity compared
How often the model is searched for, used and mentioned, compared with every model of its category.
Popularity index
0 to 100, higher is more popular
20 of 98 models
As of November 2026 · Source: gradually.ai popularity index
Over time
Weekly values from October 18, 2026 to November 5, 2026
Muse VideoSora 2MiniMax H3LTX-2.5Runway Gen-4.5
Muse Video compared
Compare with another model
The most popular comparisons
- 1Gemini Omni Flash vs. Muse Video
- 2FLUX.3 Video vs. Muse Video
- 3Dreamina Seedance 2.5 720p vs. Muse Video
- 4Dreamina Seedance 2.0 720p vs. Muse Video
- 5MiniMax H3 vs. Muse Video
- 6Sora 2 Pro vs. Muse Video
- 7Sora 2 vs. Muse Video
- 8Veo 3.1 vs. Muse Video
- 9Veo 3.1 Fast vs. Muse Video
Show all 22 comparisons
- 10Grok Imagine Video 1.5 vs. Muse Video
- 11Grok Imagine Video vs. Muse Video
- 12Wan 2.7 vs. Muse Video
- 13Wan 2.6 vs. Muse Video
- 14Runway Gen-4.5 vs. Muse Video
- 15Kling 2.6 Pro vs. Muse Video
- 16PixVerse V5.6 vs. Muse Video
- 17Hailuo 2.3 vs. Muse Video
- 18LTX-2 19B vs. Muse Video
- 19Wan 2.2 A14B vs. Muse Video
- 20HunyuanVideo 1.5 vs. Muse Video
- 21Pika 2.2 vs. Muse Video
- 22Gemini Omni 1.1 Flash vs. Muse Video
All specifications
Architecture
Input and output
Watermarking and provenance
AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.
- AI watermarking
- Unknown
- no source
- Watermarking technique
- Not known
- no source
Licence and access
Further details
- Notes
- Meta explicitly describes Muse Video as an early preview. Pricing and technical limits are not published.
- Source: Notes
Frequently asked questions about Muse Video
How good is Muse Video?
Rank 8 of 23 in the text-to-video arena rating.
LMArena, as of Sep 22, 2026
Sources and data date
Show all 12 sources
Benchmark sources at a glance
Which independent evaluators tested this model. This is coverage, not a quality ranking.
| Evaluator | Test series | Composite indices | Recorded active measurements |
|---|---|---|---|
| LMArena | 0 | 0 | 1 |
Without vendor claims and historical or disputed results; those stay labelled in the single values. 1 measurements are not yet assigned to a test series.
| Type | Evidence and data date |
|---|---|
| Research status | Research date October 15, 2026. 13 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication. |
| Not found in the inspected sources | wiro-video-models-exact-row Note The inspected Wiro leaderboard has no exact model-version route. Nearby variants were not transferred. |
| Not found in the inspected sources | arena-video-edit-exact-row Note The inspected Video Edit table has no exact model-version row. T2V and I2V values were not reused. |
| Not found in the inspected sources | vabench-exact-model-row Note VABench has no exact model row. Sora 2 was not transferred to Sora 2 Pro or other models. |
| Not found in the inspected sources | arena-t2v-exact-row Note No exact Arena text-to-video observation was found in the checked data. |
| Not found in the inspected sources | arena-i2v-exact-row Note No exact Arena image-to-video observation was found in the checked data. |
| Not found in the inspected sources | artificial-analysis-t2v-exact-row Note No exact model version or resolution was found in the inspected Artificial Analysis table. |
| Not found in the inspected sources | artificial-analysis-i2v-exact-row Note No exact model version or resolution was found in the inspected Artificial Analysis table. |
| Unresolved | vbench-current-public-leaderboard Note The current VBench leaderboard is embedded in a dynamic Hugging Face iframe and was not retrievable; current scores remain unresolved. |
| Not found in the inspected sources | vidbenchmark-exact-row Note No exact model id is present in the 2026-08-04 dataset; similarly named variants were not transferred. |
| Additional source | Meta (retrieved September 22, 2026; October 15, 2026) · Meta Muse Video announcement · Editorial description reviewed October 2, 2026 |
| Additional source | LMArena (retrieved November 5, 2026) |
| Additional source | Arena Text-to-Video leaderboard (retrieved October 15, 2026) |
| Additional source | Model metadata (retrieved October 16, 2026)123 |
| Additional source | OpenRouter: Popularity index (derived), CC BY 4.0 |
| Additional source | Vercel AI Gateway: Popularity index (derived), CC BY 4.0 |
| Additional source | Ollama: cumulative downloads for the popularity index |
| Additional source | Replicate: cumulative runs for the popularity index |
| Additional source | Google Trending Now: limited feed selection for Germany and the US |
| Additional source | Creative Commons Attribution 4.0 |