Case study

YouTube Shorts Automation: How to Generate 100+ Viral Videos a Day Without Editors?

Traffic Arbitration • Media Buying

Content Factory: How We Replaced a Team of 5 Editors with a Single Python Script

Automating video production for YouTube Shorts and TikTok. The bot searches, cuts, adds subtitles, and publishes on its own. Payroll savings — 200,000₽/month.

-66%
Payroll Expenses
x3
Video Volume
100+
Videos per Day

Situation «Before»

The traffic team manages a network of channels with clips from movies/series. The main income comes from monetization and traffic redirection.

The process economy was unprofitable: more than 300,000 rubles per month were spent on editors' salaries. Meanwhile, 5 people managed to produce a maximum of 10-15 quality clips per day. Human factors, weekends, illnesses — all of this hindered growth.

Business Pains:

Expensive content. The cost of one short was too high due to salaries.
Scaling ceiling. To produce twice as many videos, twice as many people needed to be hired.

Our Solution

We created the «Content Factory» system. It's server software managed via a Telegram bot. The administrator sets parameters (e.g., «Movie: The Wolf of Wall Street, theme: motivation»), and the system does the rest.

Technology stack: Python FFmpeg OpenAI Whisper

Step 1. Management via Telegram

Admin in Your Pocket

We removed the complex interface. The administrator manages the factory via the bot. They can change publication modes (auto/manual), approve creatives, and distribute video streams across different YouTube channels.

Admin panel in Telegram
Management interface: as simple as a chat with a friend
Step 2. Automatic Editing

Without Human Involvement

The system finds viral moments, cuts them, adds dynamic subtitles (karaoke style), and music. The output is a ready file that goes to moderation in the same bot.

Video results
Example of a finished results feed

Implementation Results

We dismissed the editing team. Now the entire process is managed by 1 operator (bot administrator). Productivity increased threefold while the budget was reduced threefold.

View count graph
View count dynamics after automation launch
Payroll Expenses 300,000 ₽100,000 ₽
Productivity 15 videos/day30+ videos/day
Scaling Difficult (hiring)Easy (buying more servers)

Need Traffic, Not Routine?

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