Developed an AI-enhanced automation that saved 15+ hours per week.

Client

The CEO wanted to automate publishing podcast clips across YouTube, Instagram, TikTok, and X. Each upload was eating hours every week, with every platform requiring different formats and sizes.

Challenge

The studio was producing a growing library of podcast clips, but sharing them on social media had become a bottleneck. The team was losing 15+ hours every week to repetitive work, reformatting, resizing, and scheduling posts across platforms.

Impact

Built custom n8n automation workflows enhanced with AI capabilities that streamlined the entire social media operation.This freed up 15+ hours weekly for billable work while expanding their reach without additional hires.

Role

Design Lead

Worked directly with

Founder & CEO

Deliverables

Concept

Research

Testing

AI automation

Duration

2 Month

A time-draining bottleneck

Publishing podcast clips to YouTube, Instagram, X, and TikTok was eating up hours every week. Each platform demanded different formats, file sizes, and steps. The more content was produced, the heavier the bottleneck became.

Starting with the biggest win

It was obvious we couldn’t solve everything at once. The first priority was clear: automating video uploads. This alone would reclaim the most time and prove the value of the workflow.

Wrestling with platform limits

The resources were limited, so I had to stick with the free versions of most APIs. That meant running into limits right away:

  • YouTube capped us at 1–2 uploads per day.

  • X (Twitter) only allowed small file uploads, so clips had to be compressed under 5MB.

  • TikTok wouldn’t let us connect without an approved app.

These restrictions shaped the first version of the system.
I focused on getting video uploads working smoothly within those boundaries, while leaving space to expand later.

Cutting hours of work every week

Even with those limits, the automation saved more than 15 hours weekly. What used to be a bottleneck became a smooth, repeatable process.

2025 LRNT01

2025 LRNT01

2025 LRNT01