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Job Description We are a SaaS growth agency that consistently produces a high volume of AI generated UGC style video ads. Our internal production process is expanding, and we are now looking for a specialist who can design a complete long form content generation workflow that uses Sora 2 Pro Storyboard Mode, Arcads, and Weavy. The focus of this role is to create a well structured, predictable, and efficient system that our team can use to produce high quality UGC videos at scale. This position is centered on workflow design and creative system architecture. We are not looking for someone to build automation scripts or integrations. Instead, we are looking for someone who understands how to plan and document a repeatable framework that guides how creative inputs move through Sora 2 Pro, how seed bracketing should be applied, how Arcads actor based content should be incorporated, and how assets should be organized for consistent production. The ideal expert will be able to translate complex AI tools into a clear and reliable process that our internal team can follow without guesswork. Responsibilities The first major responsibility is to design a complete workflow for long form UGC production using Sora 2 Pro Storyboard Mode. This includes outlining how inputs should be structured, how creative direction should be expressed in prompts, how iterations should be handled, and how versioning should be managed. Another important component of this role is to design a practical and predictable seed bracketing system. We are looking for someone who can explain how seed ranges should be selected, how outputs should be evaluated, how strong seeds should be reused, and how a seed library should be managed across different categories of content. This system should help our team achieve more consistent results with fewer retries. You will also define a clear workflow for how Arcads and Weavy fit into the overall process. This includes guidance on organizing prompts, handling actor based UGC variations, structuring files and assets, routing content through different stages, and establishing a consistent pattern for how outputs should be reviewed and approved. Part of the role involves building a quality control framework. This should describe how to evaluate composition, motion, lighting, realism, facial accuracy, and narrative clarity. The goal is to help our team identify which outputs meet the standard for UGC ads and which need to be regenerated or refined. Finally, you will create complete documentation for the entire workflow. This includes written guidelines, structural diagrams if needed, naming conventions, version control rules, and clear instructions that our internal team can follow. Your documentation will become the central reference for our production process going forward. What We Are Looking For We are looking for someone with direct experience using Sora 2 Pro Storyboard Mode and a strong understanding of how to achieve consistency when working with AI video models. Experience with seed bracketing or similar prompt control methods is helpful. Familiarity with Arcads or other AI actor tools is also important, as well as a strong understanding of how UGC style content is typically structured. The ideal candidate is someone with a systematic mindset who enjoys building frameworks, documenting processes, and making creative workflows repeatable. You should be comfortable breaking down complex creative systems into clear and organized steps that can be used by a production team.