Moonvalley Marey
Marey is Moonvalley's generative video model, aimed at professional filmmakers,
studios, and brand teams that need AI video they can put through legal review.
Its differentiator is not raw fidelity — it is provenance: Moonvalley
markets Marey as trained exclusively on owned or licensed footage, and pairs it
with a set of director-style controls. This skill helps an agent decide when
Marey is the right tool, use it correctly, and — critically — represent its
legal posture accurately rather than repeating marketing.
Verification date for all volatile facts below: 2026-07-10. Re-check
version, pricing, endpoints, and the terms of service before relying on any
dated claim.
Company and model status (verified 2026-07-10)
- Company: Moonvalley (moonvalley.com), an "imagination research company."
Marey was built with the animation studio Asteria. Moonvalley raised an
additional $84M in July 2025 (investors incl. General Catalyst, CAA, Comcast
Ventures, CoreWeave, Khosla Ventures, Y Combinator), reportedly ~$154M total.
The company is active and funded — not shut down or pivoted. [businesswire,
variety, techcrunch — see Sources]
- Model: The publicly available production model is Marey Realism v1.5.
It first entered public availability July 2025 after an earlier limited
release (March 2025). [techcrunch, fal]
- Platform: Moonvalley also markets Voyager, a higher-end platform/UI
that exposes Marey's fuller control set for studio workflows. [businesswire]
- Named after Étienne-Jules Marey, a chronophotography pioneer — a signal of the
"cinematography-first" brand positioning.
Treat "v1.5" as volatile. Moonvalley has publicly promised further controls
(lighting, deeper object trajectories, character libraries); a newer point
release may exist by the time you read this.
Documented capabilities and hard limits
These are documented on the fal model pages and Moonvalley/partner docs
(verified 2026-07-10). Distinguish them from marketing claims below.
| Property |
Value |
Note |
| Output resolution |
Native 1080p (default 1920×1080) |
Trained on native 1080p; other dimensions selectable |
| Frame rate |
24 fps |
Cinema-standard cadence |
| Clip duration |
5s or 10s per generation (v1.5 on fal); shot-extension to lengthen |
Original 2025 launch capped at ~5s; v1.5 adds 10s + extension |
| Audio |
None |
Marey is silent video only — no native dialogue, SFX, or music. Add audio in post |
| Training content |
"Owned or fully licensed," native 1080p, no user-generated content (first-party claim) |
See legal section |
Consequences an agent must plan around:
- No audio track. Any brief needing lip-synced dialogue or sound must layer
audio separately (ElevenLabs, a DAW, licensed music). If the brief's value is
in synced sound, Marey is not the model — Veo 3 generates audio natively.
- Short clips. Narrative beats must be built from 5–10s shots and assembled
in an NLE. Plan a shot list, not a single long generation.
- 1080p ceiling. For 4K delivery you upscale in post; Marey does not
natively deliver 4K.
The licensed-data value proposition — and what the terms actually say
This is the single most important thing to get right, because it is where an
agent most easily misleads a user.
The first-party claim (label it as a claim)
Moonvalley markets Marey as "the world's first commercially safe video model
... trained only on licensed, high-resolution footage. No scraped content. No
user submissions." Reporting indicates roughly 80% of training footage
came from filmmakers/agencies who intentionally licensed B-roll, with archive
material secured through partnerships (e.g. Vimeo); the remainder from other
owned/licensed sources. This is a first-party claim about training-data
provenance, corroborated by press but not independently audited. Present it as
"Moonvalley states / claims," never as an established fact. [moonvalley, cined,
techcrunch]
Why provenance matters
The plausible legal benefit is at the input side: a model trained only on
cleared footage is far less exposed to the training-data copyright suits now
facing scraped-data competitors. For a risk-averse studio or brand, that reduces
one specific category of risk — the "was this model built on my/others' stolen
work" question — and that is a real, defensible reason to choose Marey.
What "commercially safe" does NOT mean — read the ToS
Do not equate "trained on licensed data" with "you are indemnified." The actual
consumer Terms of Service (help.moonvalley.com, verified 2026-07-10) run the
other way:
- The user indemnifies Moonvalley, not the reverse. Users agree to
"defend, indemnify, and hold harmless" Moonvalley from claims arising out of
the user's use of the service, their content, or infringement of others'
rights — including paying defense costs. [moonvalley ToS]
- Liability is capped at the greater of $500 or the amount the user paid.
Moonvalley disclaims indirect/consequential/special damages. [moonvalley ToS]
- Reporting (TechCrunch, citing a Moonvalley spokesperson) indicates Moonvalley
provides indemnification for its data-collection contractors — not a
blanket output indemnity to end users. This is materially different from
Adobe Firefly, which offers enterprise customers indemnification for using
its video model. [techcrunch]
- Moonvalley has said it intends to offer a user indemnity policy and
content-removal/data-deletion options, and it markets bespoke enterprise /
studio agreements (including custom fine-tunes on partners' IP). Any real
output indemnity for a specific customer would live in a negotiated enterprise
contract, not the public ToS. [techcrunch, deadline]
Agent rule: When a user cites "commercially safe" as a reason to skip legal
review, correct the framing. The honest position is: Marey lowers
training-data provenance risk and is a strong candidate for brand-safe work, but
the standard terms shift indemnification onto the user and cap liability — so
studios must still run legal review, and any indemnity guarantee must be secured
in an enterprise agreement, in writing. Never tell a user their Marey output is
"legally cleared" or "guaranteed" on the strength of marketing copy alone.
Access routes (verified 2026-07-10)
- Moonvalley web app / Voyager (moonvalley.com): the first-party product;
exposes the fullest control set and the credit store.
- fal API (
fal.ai/models/moonvalley/marey/...): programmatic access to
t2v, i2v, motion-transfer, and pose-transfer endpoints. Best route for
agent automation and pipelines.
- ComfyUI: Marey Realism v1.5 is referenced for node-based workflows.
- Third-party creative platforms: Marey has appeared via partners
(e.g. Adobe integrations, Scenario). Availability and feature parity vary;
verify per platform.
fal API parameters (v1.5 t2v/i2v, verified 2026-07-10)
prompt (required): descriptive text; minimum ~50 words recommended.
image_url (i2v only, required): the starting frame.
negative_prompt (optional): ships with sensible defaults; customizable.
seed (optional): default 9; use -1 for random. Fix the seed to iterate
one variable at a time; randomize to explore.
dimensions (optional): resolution/aspect via dropdown; default 1920×1080.
duration (optional): 5s or 10s.
Pricing (verified 2026-07-10)
- fal, per generation: $1.50 for 5s, $3.00 for 10s. [fal]
- Moonvalley web credit packs: $14.99 / 100 credits, $34.99 / 250 credits,
$149.99 / 1,000 credits. A 5s request is billed like the $1.50 tier, 10s like
$3.00. [techcrunch]
- Custom fine-tuning is available to studios (enterprise pricing, not public).
Budget implication: iteration is the real cost. At ~$1.50–$3.00 per attempt and
Marey's inconsistency (below), a single usable 5s shot may take several
generations. Estimate 3–8 attempts per keeper shot when quoting a budget.
Filmmaker controls (feature names verbatim, verified 2026-07-10)
Marey's pitch is directorial control, not one-shot prompting. Feature names as
Moonvalley lists them:
- Camera Control — "Create cinematic camera moves using just a single image."
Near-360° moves, handheld/dolly simulation.
- Motion Transfer — "Pull motion from any reference video and apply it to new
subjects." Use a reference clip as a motion template; restyle the visuals.
- Pose Control / Pose Transfer — drive human movement, gesture, and body
motion from reference images, videos, or performance inputs.
- Trajectory Control — "Draw the path. Define the action." Direct object/
motion paths.
- Keyframing — "Upload multiple reference images and place them on a
timeline."
- Reference — "Use separate reference images for each character or object"
(per-subject conditioning / character consistency).
- Shot Extension — "Seamlessly extend video duration" beyond a single
generation.
- Multi-layer spatial composition — independent control of foreground,
middle ground, background (Marey is marketed as "3D-aware").
Heuristic: reach for these controls precisely because Marey's blind text-to-video
is inconsistent. Motion transfer and pose transfer replace fragile prompted
motion with a real reference, which is where Marey earns its place — previz,
restyling a plate, or matching a specific camera move.
Prompt strategy
Marey rewards long, structured, cinematographer's prompts far more than terse
ones. Moonvalley's own guidance recommends at least ~50 words and a
layered structure. A documented formula (Moonvalley help center):
[Camera movement] + [Scale / perspective] + [Core visual] + [Environmental
details] + [Lighting / technical specs]
Practical construction:
- Camera first. Name a concrete move and angle — dolly-in, aerial sweep,
low-angle push, over-the-shoulder, plunge, orbit.
- Scale / perspective. Anchor size with real-world references (monolith,
canyon, building) so the model stages depth.
- Core visual / action. The single primary subject and action. Keep it to
one clear action — Marey degrades when asked to juggle multiple
simultaneous actions or props.
- Environment, in layers. Separate foreground / middle ground / background;
this plays to the multi-layer composition strength.
- Lighting and technical spec last. Lens (35mm), sensor, film stock, noir
lighting, motion blur, shallow focus, golden hour.
Negative prompt: keep the shipped defaults and add specific failure terms you
observe (e.g. warped hands, flicker, morphing, extra fingers, plastic skin).
Don't: pack a paragraph with several characters each doing different things; ask
for readable text/logos; expect synced lips or spoken words.
Where Marey fits production — and where other models win
Choose Marey when:
- The client is a brand or studio with legal review and training-data
provenance is a gating requirement.
- The shot is a single-subject, controlled piece — product hero shot, slow
aerial/establishing, an environment where motion is minimal, or a stylized/2D
look that hides temporal artifacts.
- You have a reference to drive motion or pose (motion/pose transfer), or a
previz need where directorial control matters more than final fidelity.
- You are combining Marey with its own ecosystem (Voyager controls, keyframing,
shot extension) rather than expecting one clean text-to-video generation.
Prefer another model when:
- The brief needs native audio / dialogue → Veo 3.
- The brief needs sustained, complex, multi-character motion, crowd
choreography, or reliable photoreal talking heads → Marey's temporal
consistency is weak; competitors (Veo, Kling, Seedance, Sora-class) handle
these more reliably per independent hands-on reviews.
- You need maximum prompt adherence on the first try at low cost — Marey's
adherence is documented as inconsistent, so iteration cost is high.
- Provenance is not a requirement and you simply want the best-looking result
fast.
This is a first-party-claim-vs-independent-review split: Marey's licensing story
is genuinely differentiated, but a hands-on practitioner review (Curious Refuge,
2025) scored its output quality low (~3/10) versus peers, citing temporal
instability, collapsing hands/gestures, flicker on camera moves, and plastic
skin. Treat that as one disclosed-method practitioner report, not a benchmark —
but it aligns with the "brittle under motion" pattern. The honest summary:
Marey buys legal peace of mind and directorial control, often at a cost in raw
motion fidelity.
Iteration workflow
- Lock the concept as a shot list, each shot ≤10s. Marey builds sequences
from short clips, not long takes.
- Storyboard / previz cheaply with text-to-video, then commit budget.
- Fix the seed and change one variable per generation (prompt clause,
duration, dimension). Randomize only when exploring fresh directions.
- Replace fragile prompted motion with references. If a camera move or
gesture won't hold, drive it with motion transfer / pose transfer / camera
control instead of more adjectives.
- Prefer i2v for control. Generate or source a strong first frame (an image
model or a real still), then animate it — this pins composition and identity
far better than blind t2v.
- Use keyframing and shot extension to stitch beats and lengthen usable
shots rather than regenerating whole sequences.
- Finish in post: upscale toward delivery resolution, color, and add all
audio. Marey outputs a silent 1080p/24fps plate.
Quality review criteria
Before accepting a Marey shot, check specifically for its known failure modes:
- Temporal consistency: do props/objects persist across the whole clip, or
vanish/morph? Watch the full duration, not the first frame.
- Hands and gestures: fingers and hand articulation are a frequent collapse
point — scrutinize any gesture.
- Camera-move flicker: pans, orbits, and dollies expose jitter/flicker;
inspect motion segments frame-by-frame.
- Skin and faces: check for plastic/waxy skin and mannequin-stiff
performance in any human shot.
- Prompt adherence: did every requested element appear and survive? Multi-
element prompts commonly drop details.
- Delivery fit: 1080p and 24fps — confirm this matches the deliverable spec
before committing (e.g. a 30fps social spec or 4K broadcast spec needs a plan).
- Legal: confirmed brand/likeness/trademark clearance for anything you
fed in (references, first frames) — the licensed-training claim does not cover
your inputs, and the ToS makes those your responsibility.
Failure modes and repairs
| Symptom |
Likely cause |
Repair |
| Props/details vanish mid-clip |
Overloaded prompt, too many simultaneous elements |
Simplify to one core action; use i2v to pin the scene; add missing item to negative-of-absence via reference |
| Warped hands / collapsing gestures |
Known weak spot in fine articulation |
Avoid tight hand close-ups; use pose transfer with a clean reference; hide hands or keep them still |
| Flicker on camera movement |
Motion instability |
Use Camera Control from a single image instead of prompted motion; slow the move; shorten the clip |
| Plastic/stiff human performance |
Photoreal-dialogue is not a strength |
Reconsider model for talking heads; use stylized look; drive performance via pose/motion transfer |
| Weak prompt adherence |
Terse or unstructured prompt |
Rewrite to ≥50 words in the camera→scale→action→environment→lighting structure |
| Needs sound |
Marey is silent |
Add audio in post; if synced audio is the point, switch to an audio-native model |
Examples (illustrative — adapt, do not copy verbatim)
Example A — brand-safe product hero (Marey's sweet spot)
- Intent: 5s hero shot of a perfume bottle for a brand ad going through legal
review; provenance matters, motion is minimal.
- Route: fal
i2v. Start from a rendered product still to lock the label.
- Prompt (~55 words): "Slow dolly-in, eye-level. A single frosted-glass
perfume bottle stands like a monolith on wet black stone, foreground droplets
catching light, soft gradient studio backdrop behind. Warm key from
camera-left, cool rim light. Shallow depth of field, 50mm lens, gentle motion
blur, high-contrast luxury lighting, pristine reflections, cinematic product
photography."
- Params:
duration: 5, seed: 9 (fixed to iterate), default dimensions.
- Why: single subject, near-static, controlled light — plays to strengths;
i2v pins the label so it doesn't morph.
- Likely failures: minor reflection flicker; label text warping if relied on
the model instead of the input still.
- Review: confirm the label stays legible and stable across all 5s; confirm
the brand cleared the still they supplied — the training claim doesn't cover
their asset.
Example B — motion transfer for previz (control over fidelity)
- Intent: restyle a rehearsal handheld clip into a noir look for a director's
previz.
- Route: fal
motion-transfer — reference video supplies the camera/subject
motion; prompt supplies style.
- Prompt: describe the target look and lighting only ("noir, hard chiaroscuro
key, rain-slick street, 35mm, heavy shadow, desaturated") and let the reference
carry motion.
- Why: replaces fragile prompted camera motion with a real move — the
reliable way to get a specific camera trajectory out of Marey.
- Failures: gesture detail may still collapse; keep it a previz, not final.
Example C — when to say no
- Request: "30s photoreal two-person dialogue scene with synced speech."
- Correct response: Marey is the wrong tool — no native audio, 5–10s clips,
and weak photoreal-dialogue consistency. Recommend an audio-native model
(Veo 3) for the talking coverage, or Marey only for cutaway/establishing plates
with audio and dialogue built separately. Do not promise a single Marey
generation can deliver this.
Sources (verified 2026-07-10)
First-party (Moonvalley / partners):
- Moonvalley product & Marey page — moonvalley.com, /marey (capabilities,
control names, "commercially safe" claim)
- Moonvalley Terms of Service — help.moonvalley.com/en/articles/10207682
(user indemnification, ~$500 liability cap)
- Moonvalley prompting guidance — help.moonvalley.com (≥50-word prompt formula)
- fal model pages — fal.ai/models/moonvalley/marey/t2v and /i2v
(v1.5, pricing $1.50/5s & $3.00/10s, 1920×1080 default, seed default 9,
endpoints)
- fal blog — blog.fal.ai (v1.5 endpoints incl. motion/pose transfer)
- Businesswire — $84M raise, Voyager, "first fully-licensed" claim
Secondary / reporting (labeled):
- TechCrunch (2025-03-12, 2025-07-08, 2025-04-07) — public availability,
indemnity-for-contractors-not-users distinction vs Adobe Firefly, pricing tiers
- CineD, VentureBeat, Deadline, PetaPixel, Variety, SiliconANGLE — commercial-
safety framing, ~80% licensed figure, Vimeo partnership, funding
Independent practitioner report (disclosed method, single reviewer):
- Curious Refuge, "Marey by Moonvalley — An Honest Review" (2025) — hands-on
quality scoring (~3/10), temporal/motion/adherence weaknesses vs Veo 3 /
Seedance. Treat as one practitioner report, not a benchmark.
Re-verify every dated fact — versions, endpoints, pricing, and especially the
terms of service — before relying on it.
1---2name: moonvalley-marey3description: Produce video with Moonvalley's Marey model family (Marey Realism v1.5) — a filmmaker-oriented, 1080p/24fps generative video model marketed as trained exclusively on licensed data. Use this skill when a task asks for Marey or Moonvalley specifically, when a brief demands brand-safe / legally reviewed AI video for commercial or studio work, or when the request needs Marey's director-style controls (camera trajectory, motion transfer, pose transfer, keyframing, reference conditioning). It covers what "commercially safe" really means versus the actual terms of service, access routes (Moonvalley web / Voyager, the fal API, ComfyUI), pricing, capability limits, prompt and reference strategy, where Marey fits production versus where other models win, iteration, and quality review. Do not use it for audio generation, for photoreal talking-head dialogue, or as a generic "best video model" default.4---56# Moonvalley Marey78Marey is Moonvalley's generative video model, aimed at professional filmmakers,9studios, and brand teams that need AI video they can put through legal review.10Its differentiator is not raw fidelity — it is **provenance**: Moonvalley11markets Marey as trained exclusively on owned or licensed footage, and pairs it12with a set of director-style controls. This skill helps an agent decide when13Marey is the right tool, use it correctly, and — critically — represent its14legal posture accurately rather than repeating marketing.1516Verification date for all volatile facts below: **2026-07-10**. Re-check17version, pricing, endpoints, and the terms of service before relying on any18dated claim.1920## Company and model status (verified 2026-07-10)2122- **Company**: Moonvalley (moonvalley.com), an "imagination research company."23 Marey was built with the animation studio Asteria. Moonvalley raised an24 additional $84M in July 2025 (investors incl. General Catalyst, CAA, Comcast25 Ventures, CoreWeave, Khosla Ventures, Y Combinator), reportedly ~$154M total.26 The company is active and funded — not shut down or pivoted. [businesswire,27 variety, techcrunch — see Sources]28- **Model**: The publicly available production model is **Marey Realism v1.5**.29 It first entered public availability July 2025 after an earlier limited30 release (March 2025). [techcrunch, fal]31- **Platform**: Moonvalley also markets **Voyager**, a higher-end platform/UI32 that exposes Marey's fuller control set for studio workflows. [businesswire]33- Named after Étienne-Jules Marey, a chronophotography pioneer — a signal of the34 "cinematography-first" brand positioning.3536Treat "v1.5" as volatile. Moonvalley has publicly promised further controls37(lighting, deeper object trajectories, character libraries); a newer point38release may exist by the time you read this.3940## Documented capabilities and hard limits4142These are documented on the fal model pages and Moonvalley/partner docs43(verified 2026-07-10). Distinguish them from marketing claims below.4445| Property | Value | Note |46|---|---|---|47| Output resolution | Native 1080p (default 1920×1080) | Trained on native 1080p; other dimensions selectable |48| Frame rate | 24 fps | Cinema-standard cadence |49| Clip duration | 5s or 10s per generation (v1.5 on fal); shot-extension to lengthen | Original 2025 launch capped at ~5s; v1.5 adds 10s + extension |50| Audio | **None** | Marey is silent video only — no native dialogue, SFX, or music. Add audio in post |51| Training content | "Owned or fully licensed," native 1080p, no user-generated content (first-party claim) | See legal section |5253Consequences an agent must plan around:5455- **No audio track.** Any brief needing lip-synced dialogue or sound must layer56 audio separately (ElevenLabs, a DAW, licensed music). If the brief's value is57 in synced sound, Marey is not the model — Veo 3 generates audio natively.58- **Short clips.** Narrative beats must be built from 5–10s shots and assembled59 in an NLE. Plan a shot list, not a single long generation.60- **1080p ceiling.** For 4K delivery you upscale in post; Marey does not61 natively deliver 4K.6263## The licensed-data value proposition — and what the terms actually say6465This is the single most important thing to get right, because it is where an66agent most easily misleads a user.6768### The first-party claim (label it as a claim)6970Moonvalley markets Marey as **"the world's first commercially safe video model71... trained only on licensed, high-resolution footage. No scraped content. No72user submissions."** Reporting indicates roughly **80%** of training footage73came from filmmakers/agencies who intentionally licensed B-roll, with archive74material secured through partnerships (e.g. Vimeo); the remainder from other75owned/licensed sources. This is a **first-party claim about training-data76provenance**, corroborated by press but not independently audited. Present it as77"Moonvalley states / claims," never as an established fact. [moonvalley, cined,78techcrunch]7980### Why provenance matters8182The plausible legal benefit is at the **input** side: a model trained only on83cleared footage is far less exposed to the training-data copyright suits now84facing scraped-data competitors. For a risk-averse studio or brand, that reduces85one specific category of risk — the "was this model built on my/others' stolen86work" question — and that is a real, defensible reason to choose Marey.8788### What "commercially safe" does NOT mean — read the ToS8990Do not equate "trained on licensed data" with "you are indemnified." The actual91consumer Terms of Service (help.moonvalley.com, verified 2026-07-10) run the92other way:9394- **The user indemnifies Moonvalley**, not the reverse. Users agree to95 "defend, indemnify, and hold harmless" Moonvalley from claims arising out of96 the user's use of the service, their content, or infringement of others'97 rights — including paying defense costs. [moonvalley ToS]98- **Liability is capped** at the greater of **$500** or the amount the user paid.99 Moonvalley disclaims indirect/consequential/special damages. [moonvalley ToS]100- Reporting (TechCrunch, citing a Moonvalley spokesperson) indicates Moonvalley101 provides indemnification **for its data-collection contractors** — not a102 blanket output indemnity to end users. This is materially different from103 **Adobe Firefly**, which offers enterprise customers indemnification for using104 its video model. [techcrunch]105- Moonvalley has said it *intends* to offer a user indemnity policy and106 content-removal/data-deletion options, and it markets bespoke **enterprise /107 studio agreements** (including custom fine-tunes on partners' IP). Any real108 output indemnity for a specific customer would live in a negotiated enterprise109 contract, not the public ToS. [techcrunch, deadline]110111**Agent rule:** When a user cites "commercially safe" as a reason to skip legal112review, correct the framing. The honest position is: *Marey lowers113training-data provenance risk and is a strong candidate for brand-safe work, but114the standard terms shift indemnification onto the user and cap liability — so115studios must still run legal review, and any indemnity guarantee must be secured116in an enterprise agreement, in writing.* Never tell a user their Marey output is117"legally cleared" or "guaranteed" on the strength of marketing copy alone.118119## Access routes (verified 2026-07-10)120121- **Moonvalley web app / Voyager** (moonvalley.com): the first-party product;122 exposes the fullest control set and the credit store.123- **fal API** (`fal.ai/models/moonvalley/marey/...`): programmatic access to124 `t2v`, `i2v`, `motion-transfer`, and `pose-transfer` endpoints. Best route for125 agent automation and pipelines.126- **ComfyUI**: Marey Realism v1.5 is referenced for node-based workflows.127- **Third-party creative platforms**: Marey has appeared via partners128 (e.g. Adobe integrations, Scenario). Availability and feature parity vary;129 verify per platform.130131### fal API parameters (v1.5 t2v/i2v, verified 2026-07-10)132133- `prompt` (required): descriptive text; **minimum ~50 words recommended**.134- `image_url` (i2v only, required): the starting frame.135- `negative_prompt` (optional): ships with sensible defaults; customizable.136- `seed` (optional): default `9`; use `-1` for random. Fix the seed to iterate137 one variable at a time; randomize to explore.138- `dimensions` (optional): resolution/aspect via dropdown; default 1920×1080.139- `duration` (optional): 5s or 10s.140141## Pricing (verified 2026-07-10)142143- **fal, per generation**: **$1.50 for 5s**, **$3.00 for 10s**. [fal]144- **Moonvalley web credit packs**: $14.99 / 100 credits, $34.99 / 250 credits,145 $149.99 / 1,000 credits. A 5s request is billed like the $1.50 tier, 10s like146 $3.00. [techcrunch]147- Custom fine-tuning is available to studios (enterprise pricing, not public).148149Budget implication: iteration is the real cost. At ~$1.50–$3.00 per attempt and150Marey's inconsistency (below), a single usable 5s shot may take several151generations. Estimate 3–8 attempts per keeper shot when quoting a budget.152153## Filmmaker controls (feature names verbatim, verified 2026-07-10)154155Marey's pitch is directorial control, not one-shot prompting. Feature names as156Moonvalley lists them:157158- **Camera Control** — "Create cinematic camera moves using just a single image."159 Near-360° moves, handheld/dolly simulation.160- **Motion Transfer** — "Pull motion from any reference video and apply it to new161 subjects." Use a reference clip as a motion template; restyle the visuals.162- **Pose Control / Pose Transfer** — drive human movement, gesture, and body163 motion from reference images, videos, or performance inputs.164- **Trajectory Control** — "Draw the path. Define the action." Direct object/165 motion paths.166- **Keyframing** — "Upload multiple reference images and place them on a167 timeline."168- **Reference** — "Use separate reference images for each character or object"169 (per-subject conditioning / character consistency).170- **Shot Extension** — "Seamlessly extend video duration" beyond a single171 generation.172- **Multi-layer spatial composition** — independent control of foreground,173 middle ground, background (Marey is marketed as "3D-aware").174175Heuristic: reach for these controls precisely because Marey's blind text-to-video176is inconsistent. Motion transfer and pose transfer replace fragile prompted177motion with a real reference, which is where Marey earns its place — previz,178restyling a plate, or matching a specific camera move.179180## Prompt strategy181182Marey rewards long, structured, cinematographer's prompts far more than terse183ones. Moonvalley's own guidance recommends **at least ~50 words** and a184layered structure. A documented formula (Moonvalley help center):185186> **[Camera movement] + [Scale / perspective] + [Core visual] + [Environmental187> details] + [Lighting / technical specs]**188189Practical construction:1901911. **Camera first.** Name a concrete move and angle — dolly-in, aerial sweep,192 low-angle push, over-the-shoulder, plunge, orbit.1932. **Scale / perspective.** Anchor size with real-world references (monolith,194 canyon, building) so the model stages depth.1953. **Core visual / action.** The single primary subject and action. Keep it to196 *one* clear action — Marey degrades when asked to juggle multiple197 simultaneous actions or props.1984. **Environment, in layers.** Separate foreground / middle ground / background;199 this plays to the multi-layer composition strength.2005. **Lighting and technical spec last.** Lens (35mm), sensor, film stock, noir201 lighting, motion blur, shallow focus, golden hour.202203Negative prompt: keep the shipped defaults and add specific failure terms you204observe (e.g. `warped hands, flicker, morphing, extra fingers, plastic skin`).205206Don't: pack a paragraph with several characters each doing different things; ask207for readable text/logos; expect synced lips or spoken words.208209## Where Marey fits production — and where other models win210211**Choose Marey when:**212213- The client is a **brand or studio with legal review** and training-data214 provenance is a gating requirement.215- The shot is a **single-subject, controlled** piece — product hero shot, slow216 aerial/establishing, an environment where motion is minimal, or a stylized/2D217 look that hides temporal artifacts.218- You have a **reference** to drive motion or pose (motion/pose transfer), or a219 **previz** need where directorial control matters more than final fidelity.220- You are combining Marey with its own ecosystem (Voyager controls, keyframing,221 shot extension) rather than expecting one clean text-to-video generation.222223**Prefer another model when:**224225- The brief needs **native audio / dialogue** → Veo 3.226- The brief needs **sustained, complex, multi-character motion**, crowd227 choreography, or reliable photoreal talking heads → Marey's temporal228 consistency is weak; competitors (Veo, Kling, Seedance, Sora-class) handle229 these more reliably per independent hands-on reviews.230- You need **maximum prompt adherence on the first try** at low cost — Marey's231 adherence is documented as inconsistent, so iteration cost is high.232- Provenance is *not* a requirement and you simply want the best-looking result233 fast.234235This is a first-party-claim-vs-independent-review split: Marey's licensing story236is genuinely differentiated, but a hands-on practitioner review (Curious Refuge,2372025) scored its output quality low (~3/10) versus peers, citing temporal238instability, collapsing hands/gestures, flicker on camera moves, and plastic239skin. Treat that as one disclosed-method practitioner report, not a benchmark —240but it aligns with the "brittle under motion" pattern. The honest summary:241**Marey buys legal peace of mind and directorial control, often at a cost in raw242motion fidelity.**243244## Iteration workflow2452461. **Lock the concept as a shot list**, each shot ≤10s. Marey builds sequences247 from short clips, not long takes.2482. **Storyboard / previz cheaply** with text-to-video, then commit budget.2493. **Fix the seed** and change one variable per generation (prompt clause,250 duration, dimension). Randomize only when exploring fresh directions.2514. **Replace fragile prompted motion with references.** If a camera move or252 gesture won't hold, drive it with motion transfer / pose transfer / camera253 control instead of more adjectives.2545. **Prefer i2v for control.** Generate or source a strong first frame (an image255 model or a real still), then animate it — this pins composition and identity256 far better than blind t2v.2576. **Use keyframing and shot extension** to stitch beats and lengthen usable258 shots rather than regenerating whole sequences.2597. **Finish in post**: upscale toward delivery resolution, color, and add all260 audio. Marey outputs a silent 1080p/24fps plate.261262## Quality review criteria263264Before accepting a Marey shot, check specifically for its known failure modes:265266- **Temporal consistency**: do props/objects persist across the whole clip, or267 vanish/morph? Watch the full duration, not the first frame.268- **Hands and gestures**: fingers and hand articulation are a frequent collapse269 point — scrutinize any gesture.270- **Camera-move flicker**: pans, orbits, and dollies expose jitter/flicker;271 inspect motion segments frame-by-frame.272- **Skin and faces**: check for plastic/waxy skin and mannequin-stiff273 performance in any human shot.274- **Prompt adherence**: did every requested element appear and survive? Multi-275 element prompts commonly drop details.276- **Delivery fit**: 1080p and 24fps — confirm this matches the deliverable spec277 before committing (e.g. a 30fps social spec or 4K broadcast spec needs a plan).278- **Legal**: confirmed brand/likeness/trademark clearance for anything *you*279 fed in (references, first frames) — the licensed-training claim does not cover280 your inputs, and the ToS makes those your responsibility.281282## Failure modes and repairs283284| Symptom | Likely cause | Repair |285|---|---|---|286| Props/details vanish mid-clip | Overloaded prompt, too many simultaneous elements | Simplify to one core action; use i2v to pin the scene; add missing item to negative-of-absence via reference |287| Warped hands / collapsing gestures | Known weak spot in fine articulation | Avoid tight hand close-ups; use pose transfer with a clean reference; hide hands or keep them still |288| Flicker on camera movement | Motion instability | Use Camera Control from a single image instead of prompted motion; slow the move; shorten the clip |289| Plastic/stiff human performance | Photoreal-dialogue is not a strength | Reconsider model for talking heads; use stylized look; drive performance via pose/motion transfer |290| Weak prompt adherence | Terse or unstructured prompt | Rewrite to ≥50 words in the camera→scale→action→environment→lighting structure |291| Needs sound | Marey is silent | Add audio in post; if synced audio is the point, switch to an audio-native model |292293## Examples (illustrative — adapt, do not copy verbatim)294295### Example A — brand-safe product hero (Marey's sweet spot)296297- **Intent**: 5s hero shot of a perfume bottle for a brand ad going through legal298 review; provenance matters, motion is minimal.299- **Route**: fal `i2v`. Start from a rendered product still to lock the label.300- **Prompt (~55 words)**: "Slow dolly-in, eye-level. A single frosted-glass301 perfume bottle stands like a monolith on wet black stone, foreground droplets302 catching light, soft gradient studio backdrop behind. Warm key from303 camera-left, cool rim light. Shallow depth of field, 50mm lens, gentle motion304 blur, high-contrast luxury lighting, pristine reflections, cinematic product305 photography."306- **Params**: `duration: 5`, `seed: 9` (fixed to iterate), default dimensions.307- **Why**: single subject, near-static, controlled light — plays to strengths;308 i2v pins the label so it doesn't morph.309- **Likely failures**: minor reflection flicker; label text warping if relied on310 the model instead of the input still.311- **Review**: confirm the label stays legible and stable across all 5s; confirm312 the *brand* cleared the still they supplied — the training claim doesn't cover313 their asset.314315### Example B — motion transfer for previz (control over fidelity)316317- **Intent**: restyle a rehearsal handheld clip into a noir look for a director's318 previz.319- **Route**: fal `motion-transfer` — reference video supplies the camera/subject320 motion; prompt supplies style.321- **Prompt**: describe the target look and lighting only ("noir, hard chiaroscuro322 key, rain-slick street, 35mm, heavy shadow, desaturated") and let the reference323 carry motion.324- **Why**: replaces fragile prompted camera motion with a real move — the325 reliable way to get a specific camera trajectory out of Marey.326- **Failures**: gesture detail may still collapse; keep it a previz, not final.327328### Example C — when to say no329330- **Request**: "30s photoreal two-person dialogue scene with synced speech."331- **Correct response**: Marey is the wrong tool — no native audio, 5–10s clips,332 and weak photoreal-dialogue consistency. Recommend an audio-native model333 (Veo 3) for the talking coverage, or Marey only for cutaway/establishing plates334 with audio and dialogue built separately. Do not promise a single Marey335 generation can deliver this.336337## Sources (verified 2026-07-10)338339First-party (Moonvalley / partners):340- Moonvalley product & Marey page — moonvalley.com, /marey (capabilities,341 control names, "commercially safe" claim)342- Moonvalley Terms of Service — help.moonvalley.com/en/articles/10207682343 (user indemnification, ~$500 liability cap)344- Moonvalley prompting guidance — help.moonvalley.com (≥50-word prompt formula)345- fal model pages — fal.ai/models/moonvalley/marey/t2v and /i2v346 (v1.5, pricing $1.50/5s & $3.00/10s, 1920×1080 default, seed default 9,347 endpoints)348- fal blog — blog.fal.ai (v1.5 endpoints incl. motion/pose transfer)349- Businesswire — $84M raise, Voyager, "first fully-licensed" claim350351Secondary / reporting (labeled):352- TechCrunch (2025-03-12, 2025-07-08, 2025-04-07) — public availability,353 indemnity-for-contractors-not-users distinction vs Adobe Firefly, pricing tiers354- CineD, VentureBeat, Deadline, PetaPixel, Variety, SiliconANGLE — commercial-355 safety framing, ~80% licensed figure, Vimeo partnership, funding356357Independent practitioner report (disclosed method, single reviewer):358- Curious Refuge, "Marey by Moonvalley — An Honest Review" (2025) — hands-on359 quality scoring (~3/10), temporal/motion/adherence weaknesses vs Veo 3 /360 Seedance. Treat as one practitioner report, not a benchmark.361362Re-verify every dated fact — versions, endpoints, pricing, and especially the363terms of service — before relying on it.