I built a $14K/month SaaS using Discord | Starter Story

Sam, a university student with no coding background, built a SaaS tool for faceless YouTube creators that hit $14,000 in monthly revenue and over 10,000 users within six months of launch. He validated and grew the product almost entirely through Discord, a channel most founders overlook. The business, called Alchem, helps users research trending video formats and generate AI-powered content. Sam’s path from zero technical skill to a profitable SaaS offers a concrete playbook for finding early customers in niche communities.

The MVP: Built with AI, Shipped Broken

Sam had no coding experience. He built his first MVP in about a week by using ChatGPT to generate code, copying it into Notepad, and later switching to Cursor (an AI coding assistant) after a friend pointed out that Notepad was inefficient. The initial version was hosted on Heroku and barely worked — the first user got an application error. But the core functionality still functioned enough for that user to engage with the product. Sam’s principle: “As long as what you're trying to solve works, I think you can ship anything.” He prioritized solving a real pain point over polish. His current tech stack includes Cursor ($200/month), AI video generation models like Sora 2 ($200/month), Heroku hosting ($100/month), and various AI compute costs totaling $300–500/month.

The Discord Distribution Playbook