What goes in
The full interview, episode, webinar or recording.
Voice, topics, channel priorities and language.
Reach, education, lead generation or episode promotion.
Articles, clips, posts, titles, descriptions and posting schedule.
Transforms one source interview or video into a structured distribution package without treating every format as the same piece of copy.
Generic same-project workflow: one long-form source, transcript and moment selection, then several short-form outputs from the same project.
Generic same-project workflow: one long-form source, transcript and moment selection, then several short-form outputs from the same project.
Valuable long-form media is underused because finding hooks, adapting formats and packaging distribution takes more time than recording the source.
The full interview, episode, webinar or recording.
Voice, topics, channel priorities and language.
Reach, education, lead generation or episode promotion.
Articles, clips, posts, titles, descriptions and posting schedule.
Automation does the repeatable work. Important decisions and anything customer-facing remain reviewable.
Media and metadata adapters create a stable source record.
Transcript analysis extracts topics, hooks and evidence.
Format specialists create clips, articles, posts and metadata.
Outputs are grouped by episode, platform and publishing state.
Source accuracy and human approval precede distribution.
The system supports live connections when available and upload or dry-run modes when client access is restricted.
Topic extraction and platform-specific adaptation.
Local transcription can replace a hosted API.
Approved source metadata and draft metadata workflows.
Distribution remains draft-first and approval-gated.
Turning campaign and event material into social and website content.
Turning source material into articles, social posts and campaign packages.
Episode summaries, short-form ideas, articles, posts and YouTube metadata.
Built and adapted by Vipul Sharma for turning one long-form source into several useful content formats.