Case Studies

Real workflows, practical lessons

Examples of how automation removes repetitive work from everyday business operations. Real numbers only, never inflated.

Case studies

Internal case study

An AI metadata generator for a content operation

An internal workflow built with n8n, the Claude API, the YouTube Data API, and a Telegram approval step. It takes a video URL and transcript, generates stronger titles, descriptions, and tags, and delivers the result to Telegram for one-tap review. It proves a real business need can become a reliable, reviewable automation.

Full write-up coming soon.

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