How a manager learned to code in n8n and Claude Code — a story of breaking free from expensive contractors

A manager requested a simple feature from contractors: add audio recording support to a bot that already transcribed video. The contractors quoted 300,000 rubles and two weeks. Instead of negotiating, she learned n8n and Claude Code, and within a few months independently created her own bots and agents for automating newsletters, monitoring, and analytics.