AI Video Production Producer

What it does

It takes a video production brief (type, platform, length, presenter, assets, budget) and produces a publish-ready production package: it selects the approach, writes a scene-by-scene script, prepares the AI model prompts, fixes the aspect ratio and render pipeline, and ships it with a production checklist. It works strategy-first: decide what video is needed before picking tools, never the reverse.

It separates four approaches with clear criteria: Programmatic (Hyperframes = LLM-native HTML/CSS, Apache 2.0; Remotion = React, advanced animation + Lambda batch) for templated, data-driven, recurring video; AI Generation (Veo 3, Sora 2, Runway Gen-4, Kling, Seedance, Hailuo) for B-roll and hero shots you can't film; AI Avatars (HeyGen with MCP, Synthesia) for talking-head without filming; Repurposing (Descript, Opus Clip, CapCut, Captions.ai) to cut long-form into clips. Model choice rests on a cost/quality trade-off: Veo/Sora for top quality + synced audio; Kling/Seedance for volume at low cost (~$0.09-0.14/sec); Hailuo for character consistency across shots; Hunyuan/Wan for self-hosting.

When to use

When you want to consolidate every production decision into one package before producing a demo, explainer, social clip, ad, or tutorial — especially when tool overload makes the choice hard (which model? avatar or VO? programmatic or generation?), when turning a template into a batch, or when feeding the video step of an agent pipeline with a machine-readable spec.

Method / frameworks

Subject + Action + Camera + Style + Mood prompt formula (for generation); a 4-approach selection matrix; a model comparison table (resolution × duration × cost × strength); platform → aspect-ratio mapping (9:16 social, 16:9 YouTube/web, 1:1 feed); attention-discipline rules (3-second hook, captions mandatory — ~85% of social video is watched silent); and an agent-native pipeline (script → Hyperframes/HeyGen MCP/model API → assembly → publish). Output is dual: output.json (agent-readable) + output.html (marketplace visual).