SlidesLive is using machine learning to automatically edit videos. Thousands of presentations are transcribed, categorized, and recommended to our users thanks to neural networks, reducing days of manual labour to minutes. What lessons did we learn? What challenges did we face? And will we replace humans with machines? This is the honest story of our failures and successes.