The workflow is deliberately sequential. You can automate repetitive work without surrendering editorial control over what the audience finally sees and hears.
Choose a title, import available metadata and establish that the source is authorized before media processing begins. The system keeps source readiness visible so you do not start a long analysis job against an unavailable file.
The production engine can extract timestamped speech and inspect visual evidence from the source. Characters, events, continuity and story context are derived from that evidence rather than treated as facts from memory.
Set target duration, language, tone and AI provider. The result is organized into narration blocks that can be reviewed and edited before audio generation.
Generate voiceover, preserve block timing and produce captions. Timing becomes a production input rather than an afterthought.
Detect scenes, inspect keyframes and select source moments that support what is being said. Multiple clips can support one narration block where pacing requires it.
Inspect the edit plan, render with the narration master, run quality checks and prepare the information needed for the YouTube upload.