The latest articles on DEV Community by Satyam Sharma (@satyamskillz). https://dev.to/satyamskillz https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F717535%2Fa75f1045-49c3-4aea-9cf8-9fef6da2fb0c.jpg https://dev.to/satyamskillz en Satyam Sharma Mon, 25 May 2026 18:53:55 +0000 https://dev.to/satyamskillz/building-a-system-that-automates-youtube-post-production-55d https://dev.to/satyamskillz/building-a-system-that-automates-youtube-post-production-55d <p>Most creator tools today focus on analytics and suggestions.</p> <p>We wanted to explore something different:</p> <p>What if YouTube post-production could actually be automated?</p> <p>We’ve been building Growati, a system that helps creators generate personalised:</p> <ol> <li>titles</li> <li>descriptions</li> <li>thumbnails</li> <li>chapters</li> </ol> <p>for YouTube videos.</p> <p>One of the most difficult engineering problems was properly handling video understanding.</p> <p>Instead of treating videos like plain text, our system analyses videos frame-by-frame to extract:</p> <ul> <li>key moments</li> <li>best frames</li> <li>visual context</li> </ul> <p>The goal is to make metadata generation more contextual instead of generic AI text generation.</p> <p>Another challenge was orchestration.</p> <p>A single automation flow may involve:</p> <ul> <li>frame extraction</li> <li>metadata generation</li> <li>thumbnail generation</li> <li>scoring</li> <li>updates</li> </ul> <p>We ended up using a queue-based architecture with BullMQ to handle automation reliably.</p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhqxjqv6twuqciadlmj6l.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhqxjqv6twuqciadlmj6l.png" alt=" " width="800" height="450"></a></p> <p>One thing we learned quickly while talking to creators:</p> <p>Many educational creators and podcasters are overwhelmed by post-production work after uploading.</p> <p>Most of them are not looking for more dashboards.</p> <p>They want less manual work.</p> <p>That insight changed how we approached the product.</p> <p>Right now, Growati is still early:</p> <ul> <li>10+ beta users</li> <li>500+ synced videos</li> <li>50+ metadata updates processed</li> </ul> <p>We’re launching on Product Hunt on 28 May.</p> webdev ai startup youtube