Case Study
AI-assisted kids quiz video pipeline
Automated content creation for educational YouTube channels, from script generation to final render.
Role
Full-stack Engineering / AI Integration
Timeline
6 weeks
Status
Private production workflow
Proof
80% reduction in production time

Problem
What Needed To Change
The team had a repeatable video format, but production depended on manual scripting, asset handling, QA, and rendering.
What We Built
- Prompt and script generation workflow
- Video assembly pipeline with FFmpeg
- Review dashboard for operators
- Export and publishing handoff process
Outcome
Reduced production time by 80% and turned a manual content flow into a reusable system.
Stack
PythonOpenAI APIFFmpegNext.js
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