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AI content workflow interface
AI ProjectCompleted2025

AI Content Workflow Toolkit

An internal toolkit that turns a brief into drafted, on-brand content using generative models behind a review step.

Overview

A workflow tool for producing first drafts at volume without losing editorial control. Generative models handle the mechanical work — expansion, reformatting, translation — while every output passes through a human review queue before it can be published.

01The problem

Content production was bottlenecked on repetitive drafting. Off-the-shelf tools produced output that ignored brand voice and offered no review step, so everything had to be rewritten anyway.

02The solution

Encoded brand voice as a structured system prompt with worked examples, then wrapped generation in a staged pipeline: brief → draft → review → publish. Nothing ships unreviewed, and accepted edits feed back as few-shot examples so output improves over time.

Screenshots

  • Brief input and generation controls
  • Review queue with diff view

More work