Independent work
AI Content Transformation Platform
Helps content teams turn long transcripts into reviewable post drafts before anything is scheduled.
Project overview
AI Content Transformation Platform overview
A short overview of the problem, solution, and result.
Starting Point
Content teams can record hours of valuable material, then lose momentum because the useful ideas stay buried in long transcripts.What Shipped
Created a pipeline that chunks long transcripts, extracts candidate insights, and turns them into reviewable post drafts instead of forcing someone to mine the transcript by hand.Why It Mattered
Turned a manual transcript-to-post workflow into a working system that extracts insights, drafts posts, and keeps a human in control before anything gets scheduled.I built a transcript-to-draft publishing product
I built a transcript-to-draft publishing product that turns long-form audio into reviewable post drafts.
Content teams can record hours of valuable material, then lose momentum because useful ideas stay buried in long transcripts. Manual repurposing is slow, maintaining voice across posts is hard, and finding the most shareable moments requires judgment.
I turned transcripts into drafts people could review
Vox Prismatic turns long-form transcripts into draft posts, then keeps a person in control of review and scheduling before anything is published.
The product needed to extract useful moments, preserve the speaker’s voice, and connect generation to the rest of the publishing process.
The workflow separates extraction, drafting, and approval
Turn source transcripts into reviewable drafts.
The workflow treats transcripts as a source that needs extraction, shaping, and review before publishing.
Show progress while longer jobs run.
Progress updates show where a transcript is in the process, while review and scheduling controls carry the draft beyond a single AI response.
The interface keeps review before scheduling
The interface shows the progression to notice: a long transcript becomes a set of candidate ideas and drafts, but scheduling remains a separate human decision.
I connected transcript analysis to the publishing workflow
Break long transcripts into workable sections.
The system chunks long transcripts, extracts candidate insights, and turns them into drafts someone can review instead of mining the transcript by hand.
Carry approved drafts into scheduling.
Opening frameworks, scheduling controls, timezone-aware publishing, and progress updates carry the draft from generation into a usable publishing process.
The workflow ends with a reviewable draft
Vox Prismatic turned a manual transcript-to-post workflow into a controllable system for extracting, drafting, reviewing, and scheduling content.
Long inputs became reviewable drafts.
The system chunks transcripts, extracts candidate insights, and turns them into post drafts for human review.
Publishing stayed human-led.
The workflow kept review and approval in the loop instead of handing publishing to a generic content generator.
Scheduling became part of the system.
Hook frameworks, scheduling controls, and timezone handling made the product an operating tool.
Long-running AI work had visible progress.
Real-time updates made processing feel less like a black box while the AI workflow ran.
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