78 Prompts both models were run on. Each slide shows the two clips for one Prompt, with the Prompt and the human preference split underneath.
Summary and how to choose
Controls: not confirmed for Genmo Mochi 1, versus T2V · I2V · pose transfer · camera control · motion transfer · trajectory control for Moonvalley Marey.
Genmo Mochi 1
Strengths: a checked plan, credit or no-rate path.
Trade-offs: the full output envelope is not confirmed, generation modes are not confirmed, audio support is not confirmed, and pricing is not normalized to a per-second rate.
Moonvalley Marey
Strengths: documented generation controls (T2V · I2V · pose transfer · camera control · motion transfer · trajectory control) and a checked plan, credit or no-rate path.
Trade-offs: the full output envelope is not confirmed, audio support is not confirmed, and pricing is not normalized to a per-second rate.
Choose Genmo Mochi 1 when a checked plan, credit or no-rate path matter most. Choose Moonvalley Marey when documented generation controls and a checked plan, credit or no-rate path matter most.
For output quality, use the paired vote split below; it is specific to the shared Prompts shown here. This summary compares confirmed documentation and pricing only; it does not infer visual quality or rank models.
Overall · 78 shared Prompts
no ties
- Genmo Mochi 1
- 36%
- preferred on 22/78
- Moonvalley Marey
- 64%
- preferred on 56/78
Average share of weighted human votes across every shared Prompt, published by Rapidata. This is the dataset’s vote split, not a rating by this site.
Prompt 1 of 78
Human preference on this pairing
Share of weighted human votes for these two clips, collected by Rapidata. It compares this exact pair of clips — it is not an absolute score and not our rating.
Prompt
A 'day in the life' of a cutting-edge urban dance crew rehearsing for a global competition. Showcase their intense training, creative choreography sessions, high-tech stage setups, team dynamics, and the adrenaline-filled moments of their electrifying performance under the city lights.
All 78 Prompts in this matchup
List-price signal
Checked 2026-09-19
Exact and estimate rows are USD per output second. Rows marked Exact are published provider rates; rows marked Estimate are official examples calculated from token consumption, not fixed per-second plan prices. Plan, credit and token paths are grouped separately. A dash means no comparable checked price.
| Basis | Genmo Mochi 1 | Moonvalley Marey |
|---|---|---|
| Other checked billing paths | ||
| Model fee | $0 | No comparable checked price |
| CPU Basic | Free | No comparable checked price |
| Nvidia T4 small | $0.40 / hour | No comparable checked price |
| 1x Nvidia L4 | $0.80 / hour | No comparable checked price |
| 1x Nvidia A10G small | $1.00 / hour | No comparable checked price |
| Marey | No comparable checked price | No public rate listed |
| Access paths | No comparable checked price | Start creating · inference partners |
| Genmo Mochi 1: Compute examples, not a generation price; actual cost depends on VRAM, throughput and hosting path. | ||
| Moonvalley Marey: Contact the provider or inference partner for current pricing and commercial terms. | ||
This is a price signal, not a quality ranking. Resolution, capabilities, input materials, failed generations, taxes, and regional account terms are not normalized.
- Hugging Face pricing · checked 2026-09-19
- Moonvalley Marey official site · checked 2026-09-19
API comparison
1/7 and 1/7 fields confirmed from official sources
Version-level API facts, taken from the provider documentation cited below. Unconfirmed means we have not verified it from an official source — it does not mean the feature is unsupported.
| Field | Genmo Mochi 1 | Moonvalley Marey |
|---|---|---|
| Official model ID | Unconfirmed | Unconfirmed |
| Duration | Unconfirmed | Unconfirmed |
| Resolution | Unconfirmed | Unconfirmed |
| Modes | Unconfirmed | T2V · I2V · pose transfer · camera control · motion transfer · trajectory control |
| Aspect ratios | Unconfirmed | Unconfirmed |
| Native audio | Unconfirmed | Unconfirmed |
| Weights license | Apache-2.0 weights | Unconfirmed |
Sources · checked 2026-09-19
- Moonvalley Marey official site · checked 2026-09-19
- Genmo Mochi 1 model card · checked 2026-09-11
Where these clips come from
Both clips and the preference split are published by Rapidata under APACHE-2.0, retrieved 2026-09-11. Media is served directly from their Hugging Face repositories; this site re-hosts nothing and adds no rating of its own.
- Rapidata/text-2-video-human-preferences
- Rapidata/text-2-video-human-preferences-veo3.1
- Rapidata/text-2-video-human-preferences-veo3
- Rapidata/text-2-video-human-preferences-veo2
- Rapidata/text-2-video-human-preferences-seedance-1-pro
- Rapidata/text-2-video-human-preferences-kling-v2.1-master
- Rapidata/text-2-video-human-preferences-wan2.1
- Rapidata/text-2-video-human-preferences-pika2.2
- Rapidata/text-2-video-human-preferences-moonvalley-marey
- Rapidata/text-2-video-human-preferences-genmo-mochi-1
Where to run these models
This site does not generate video and does not sell generation credits, so it has no reason to prefer either model. To run them, use the provider’s own API or app.
Frequently asked questions
Did these two models run the same Prompts?
Yes. Genmo Mochi 1 and Moonvalley Marey were both run on the same 78 Prompts, with identical Prompt text sent to each model. Each slide on this page shows the two clips generated for one Prompt.
Which model did people prefer overall?
Across 78 Prompts, Genmo Mochi 1 averaged 36% of the weighted human preference for each pair, and Moonvalley Marey averaged 64%. These are vote shares published by Rapidata; they are not a rating by this site.
How many Prompts was each model preferred on?
Genmo Mochi 1 was preferred on 22 of 78 Prompts and Moonvalley Marey on 56, with no ties.
Can I generate these videos on this site?
No. This site does not generate video and does not sell generation credits; it compares models and links out to each provider. Running these models means using the provider's own API or app.