Here are three real automation projects built by people just like you. A teacher built a system that reads student essays, identifies common mistakes, and generates personalized feedback sheets, saving her 10 hours every week. A small business owner created an automation that monitors competitor prices, compares them to his own, and sends him a daily report with pricing recommendations. A volunteer coordinator built a tool that matches incoming volunteer applications to open positions based on skills and availability.

None of these people were professional programmers. They identified a problem that was eating their time, broke it into steps, and used AI to handle each step. That's exactly what you'll do in this capstone. Find a real problem in your life and build the automation that solves it.