Marey

Marey is a foundational AI video model developed by Moonvalley, released in beta on March 12, 2025 and made generally available on July 8, 2025, that produces text-to-video and image-to-video outputs at native HD resolution with clip durations up to 30 seconds in a single pass. The defining commercial premise of the model is that all training material was sourced from owned or fully licensed footage, distinguishing Marey from peer video systems whose training corpora include web-scraped content. Moonvalley has positioned the model as the first fully licensed AI video system aimed at professional film, advertising, and enterprise production.

At a glance

• Lab: Moonvalley
• Released: March 12, 2025 (beta with subscription-based community access); July 8, 2025 (general availability with native HD and 30-second-clip support).
• Modality: Text-to-video and image-to-video generation. Outputs are HD video clips up to 30 seconds. Marey Realism V1.5 supports image-to-video and text-to-video pipelines through partner platforms including fal.ai.
• Open weights: No. Marey is a closed commercial model accessed through Moonvalley's subscription product.
• Context window: Not applicable in the language model sense. The model handles standard text or image prompts and produces video output.
• Pricing: Credit-based subscription tiers at $14.99 for 100 credits, $34.99 for 250 credits, and $149.99 for 1,000 credits per month. Enterprise pricing through Moonvalley direct sales.
• Distribution channels: Moonvalley web product at moonvalley.com/marey, Discord-integrated user community access from beta, partner platform availability through fal.ai, and direct enterprise engagement through the Asteria production partnership.

Origins

Moonvalley was founded in 2024 in Toronto and Los Angeles by Naeem Talukdar (co-founder and CEO), Mateusz Malinowski and Mikolaj Binkowski (both former senior researchers on Google DeepMind's video model team), John Thomas, and Bryn Mooser (a documentary filmmaker who heads the Asteria filmmaking arm). The founding thesis combined two structural commitments. The first was that frontier-class generative video would become a usable production tool for film, advertising, and enterprise customers if image quality and motion coherence reached a professional threshold. The second was that licensing-based training, rather than web-scraping, would matter for both legal-risk and customer-relationship reasons in industries where intellectual property considerations dominate buying decisions.

Moonvalley raised a $70 million seed round in November 2024 co-led by General Catalyst and Khosla Ventures, with Bessemer Ventures participating, and a follow-on $84 million strategic round in July 2025 led by General Catalyst with strategic participation from Comcast Ventures, Creative Artists Agency, CoreWeave, and Y Combinator. The strategic-investor configuration aligned Moonvalley's distribution and infrastructure relationships with established entertainment-industry players.

The Marey beta launched on March 12, 2025 with Discord-based subscription access. The general availability launch on July 8, 2025 introduced the model as the "first fully-licensed AI video model for professional production," with native HD generation and 30-second clip support. The model name is a tribute to Étienne-Jules Marey, the 19th century French chronophotographer whose motion studies are foundational to the history of cinema. The Marey general-availability launch was paired with the broader strategic round, reinforcing Moonvalley's commercial trajectory through 2025 and 2026.

Capabilities

Marey is built specifically for professional video production. Several capability features distinguish it from peer generative video models.

Licensed training data. Approximately 80 percent of Marey's training data was sourced from filmmakers and agencies who intentionally licensed B-roll and footage to Moonvalley, rather than having content scraped from the web. The remainder is owned or otherwise contractually cleared. The licensing positioning is the model's principal commercial differentiator, removing a category of intellectual property risk that has affected enterprise buyers of competing video models. Sources for training material include independent filmmaker B-roll, archival partnerships with platforms such as Vimeo, and direct licensing arrangements with rights holders.

Native HD generation. Marey produces video at HD resolution natively, rather than upscaling from a lower-resolution generation. Most peer video generation systems generate at lower resolution and rely on upscaling, which introduces characteristic artifacts that professional production workflows must work around. Native HD output addresses that pipeline issue directly.

30-second clip duration. Marey can produce 30-second sequences in a single pass, which substantially exceeds the standard few-seconds output length characteristic of peer systems. The longer duration enables full scene generation rather than per-shot stitching, with implications for narrative continuity and production efficiency.

Layer-based editing. Marey supports layer-based editing in which the foreground, mid-ground, and background can be edited separately. Layer-based editing addresses a persistent failure mode in generative video, where edits to one element of a scene typically affect unrelated elements through the model's coupling.

Storyboard, sketch, and live-action references. Marey accepts storyboards, sketches, and live-action footage as conditioning inputs, in addition to standard text and image prompts. The conditioning options align the model's input surface with professional production workflows.

The Marey Realism V1.5 release on partner platforms such as fal.ai exposed image-to-video and text-to-video capabilities to developer audiences with API integration, broadening Marey's distribution beyond direct subscriber access.

Benchmarks and standing

Generative video does not yet have a stable industry-standard benchmark suite of the kind that horizontal language models share. The category-relevant evaluations include video-quality assessment metrics (FVD and related), human-preference comparisons across generative video peers, and qualitative production-readiness review by professional filmmakers and advertising producers.

Industry coverage of Marey through 2025 and into 2026 has consistently characterized the model's quality as competitive with Sora from OpenAI, Veo from Google DeepMind, and Runway Gen-4 on most production-relevant dimensions. The licensed-data positioning, rather than a quantitative benchmark lead, is the most commonly cited differentiator in industry coverage.

Direct head-to-head benchmark publications versus peer video models remain limited. The principal capability claims associated with Marey are the 30-second native HD generation in single pass, the layer-based editing capability, and the licensed training-data structural commitment. These are commercial-positioning claims rather than horizontal benchmark scores in the traditional sense.

The standard horizontal language model benchmarks (Artificial Analysis Intelligence Index, LMArena, GPQA Diamond, AIME, SWE-bench) do not apply to generative video assessment.

Access and pricing

Marey is accessible primarily through the Moonvalley subscription product. The credit-based tiers are $14.99 per month for 100 credits, $34.99 per month for 250 credits, and $149.99 per month for 1,000 credits, with credits consumed per video generation according to clip length and resolution. The platform does not currently offer a free trial or free tier, citing the high compute cost of video generation.

Subscriptions can be cancelled at any time without long-term commitments. Enterprise access is available through direct engagement with Moonvalley sales, and through the Asteria creative-studio arm for production engagements that combine Marey with on-demand creative collaboration. Partner platform access through fal.ai exposes Marey Realism V1.5 endpoints to developer audiences with per-call billing handled by the partner.

The model itself is closed weights. Moonvalley has not announced an open weights release path, consistent with the commercial positioning around licensed training data and professional production.

Comparison

Direct competitors and adjacent generative video systems:

• Sora (OpenAI). Frontier-lab generative video offering. Direct technical peer with substantially larger compute and brand recognition. Sora's training data has been characterized in coverage as including web-scraped content, which Moonvalley's positioning treats as a structural risk for enterprise buyers.
• Veo (Google DeepMind). Frontier-lab generative video offering integrated with Google's distribution surfaces. Direct technical peer.
• Runway Gen-4 (Runway). Established generative video startup with film and advertising-industry traction. Runway has been a longer-running brand in the production market, with broader feature coverage but a different training-data posture than Marey.
• Pika (Pika). Consumer-facing generative video startup. Different positioning at the consumer-creator tier rather than professional production.
• Luma AI Dream Machine (Luma AI). Generative video and 3D-asset startup. Adjacent peer.
• Kling (Kling AI, Kuaishou). Chinese generative video offering. Strong production-quality results and a different geographic supply-chain posture.
• Adobe Firefly Video, Stability AI. Established creative-tooling and generative-AI peers with video model offerings within broader product suites.

Marey's distinctive position among 2025 vintage generative video systems: native HD generation in 30-second clips, layer-based editing as a production-workflow feature, the fully licensed training data structural commitment that addresses enterprise intellectual property risk, and the entertainment-industry strategic-investor base (Comcast, CAA) that aligns distribution with established production infrastructure.

Outlook

Open questions for Marey over the next 6 to 18 months:

• Capability cadence. Marey released as a beta in March 2025 and reached general availability four months later. Whether the model line keeps pace with frontier peers (Sora, Veo, Runway) on resolution, duration, and motion fidelity over 2026 will affect commercial standing in professional production.
• Licensed-data scaling. The licensing thesis is structurally constrained by the size of the licensable training corpus relative to web-scale alternatives. Whether Moonvalley sustains or expands its licensed-data advantage as peers scale broader training datasets is the central open question for the differentiation strategy.
• Asteria production traction. The Asteria creative-studio arm operates as both a production business and a Marey feedback loop. Asteria customer wins, including named studio engagements, are observable signals of commercial traction for the licensed-data positioning.
• Comcast and CAA partnership conversion. The strategic investor base includes Comcast Ventures and Creative Artists Agency. Whether those relationships convert into distribution partnerships with the parent companies in production, broadcast, or talent-management contexts is the most observable enterprise-distribution question.
• Pricing competition. Generative video pricing has been compressed by aggressive Chinese entrants and by frontier-lab subsidization. Whether Marey's credit-based pricing holds against peer per-second video pricing competition through 2026 is uncertain.
• Long-form generation extension. The 30-second native length is materially longer than peer single-pass generation, but feature-length production still requires stitching. Whether Marey extends single-pass length further is a watchable signal.

Sources

• Moonvalley Marey general-availability press release. July 2025 launch announcement.
• TechCrunch: Moonvalley releases a video generator it claims was trained on licensed content. March 2025 beta launch coverage.
• VentureBeat: Moonvalley's Marey is a state-of-the-art AI video model trained on FULLY LICENSED data. Capability and positioning context.
• Deadline: AI Firm Moonvalley Releases Commercially Safe Marey Video System. General availability coverage.
• Moonvalley Help Center: Marey subscription costs. Official pricing.
• Moonvalley Marey product page. Product reference.
• fal.ai: Marey Realism V1.5 image-to-video. Partner platform reference.
• TIME: Can Ethical AI Work in Hollywood?. Industry context for the licensed-data thesis.