MVP built in one week
Sam's initial MVP was coded in approximately one week using ChatGPT voice mode and copy-pasting code, with no prior technical experience.
Snapshot · Starter Story
I built a $14K/month SaaS using Discord | Starter Story
Explore episode
Sep 10, 2026
Where this was said
Sam's Background: From Affiliate Marketing to Vibe Coding
At 4:52 · chapter starts 3:20
Pat asks how someone with no technical background even arrives at the idea of building a SaaS, and Sam's answer is a winding road through internet hustle culture. Three years of experimenting online led him from affiliate marketing — posting faceless texting story content to promote RizzApp with two friends for $10,000 in revenue — to YouTube Automation, where the goal is to run multiple channels and monetize ad revenue at scale [1] — Sam "$10K+ from affiliate marketing first: Before building Algrow, Sam and two friends made over $10,000 in revenue through affiliate marketing …" 03:20 . It was a friend named Mason who first posed the question that became Algrow's founding insight: why doesn't someone build a tool to help creators find more Shorts channels to run? Sam's technical solution was improvised to an almost comic degree. He opened Notepad, dictated his entire idea to ChatGPT voice mode, received back a wall of code, and copy-pasted it in. He then Googled 'what is VS Code,' switched to that, and kept copy-pasting. Mason eventually pointed out that Cursor existed, and Sam — who thought it referred to a mouse cursor — downloaded it and has used it ever since.
$10K+ from affiliate marketing first
Before building Algrow, Sam and two friends made over $10,000 in revenue through affiliate marketing for RizzApp by posting faceless texting story content.
How Sam Built His First MVP With ChatGPT and Notepad
Sam had no coding knowledge, so he used ChatGPT voice mode to generate his entire codebase and copy-pasted it into Notepad. A friend later introduced him to Cursor, and he never looked back.
The Broken MVP That Still Worked
Sam's first MVP threw an application error on its very first user — and he shipped it anyway. The core idea worked, and that was enough to validate the product and keep users coming back.
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Sam argues Discord is 10x better than email for building relationships with younger users who rarely check their inbox.
Monthly infra costs ~$780–$980
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ChatGPT-powered pain point research
Sam recommends copying days of Discord chat history into ChatGPT and prompting it to list recurring pain points as a fast, free market research technique.
50 free tools built total
Bhanu and his team built approximately 50 free tools to attract search traffic, each linked back to SiteGPT.
New tool built in under 5 minutes
With AI coding tools like Cursor, Bhanu can now create a new free marketing tool in less than 5 minutes by referencing existing tools.
KD filter < 10 for rankable keywords
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