Micro-SaaS & AI ProductsSource date: January 15, 2026Last reviewed October 21, 2026

A university student with no coding background built an AI creator tool with ChatGPT and Cursor and says it made about $14K in 30 days

Sam Adeniyi built Algrow to help faceless YouTubers find viral formats, and found his first 400 users by quietly screen sharing in Discord servers.

Subject: Algrow (Sam Adeniyi)Subscription research and AI video tool for creators, at $25, $45 or $80 a month

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Algrow homepage: "Research Youtube Niches and Create Viral Faceless Content" above a screenshot of its channel research dashboard.
Image: Algrow (official site). View source (opens in a new tab)

Case Overview & Background

Sam Adeniyi is a university student who had tried affiliate marketing and YouTube automation before building software. A friend suggested a tool for finding short-form channels and formats to copy, so he described the idea to ChatGPT in voice mode and pasted the code it gave him into a text editor, later switching to Cursor. Algrow helps creators research trending formats and then make videos from them. He says it reached over 10,000 users and about $13K to $14K in revenue in the 30 days before the interview.

How AI Is Used

AI built the product and is part of it. He coded the first version by copying code from ChatGPT and now builds with Cursor. Inside Algrow, users can take a trending format they find and generate a video from it with a built-in AI video generator.

Step-by-Step Process

Step 01Solve a problem you had yourself

Running faceless YouTube channels, he and a friend wanted a faster way to find formats that were working.

Step 02Ship a rough first version

He says the first version, coded with ChatGPT in about a week, still showed errors but the core feature worked.

Step 03Show it inside a niche community

He joined voice chats in a money-making Discord server and simply shared his screen using the tool until people asked about it.

Step 04Turn interest into a waitlist

He posted a waitlist link in those servers, and he says his first 400 users came from Discord.

Customer Acquisition & Distribution

Niche Discord communities, where he screen shared the tool in voice chats and posted a waitlist, plus an unpaid YouTube video made by a server owner.

Limitations, Risks & Failure Modes

What may not apply to you, and what could go wrong:

  • The figures are self-reported and were not independently checked
  • The pound to dollar figure is his own rough conversion
  • Demand depends on the faceless content trend, which can change
  • Profit and costs are not disclosed

Key Takeaways

  • AI coding tools let a beginner ship a paid product in about a week
  • Showing a working tool in a community where people already ask the question can find early users without ads
  • A rough product can launch if the core problem is solved

Sources

Interview SiteJanuary 15, 2026

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

Note: Video interview with transcript. States the over $14,000 in 30 days and over 10,000 pounds in four weeks figures, 10,000 users, pricing, the ChatGPT and Cursor build, the AI video generator and the Discord launch.

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Case ID: cs-samadeniyi-algrow
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