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Alex’s Leap: From Content Creator to Solo SaaS Founder
By solving his own problem and building in public, Alex launched Creator Buddy and hit $100K in just 15 minutes.
Welcome to Money Making Story,

Today, we’re thrilled to share the story of Alex Finn, who quit his tech job and turned a content creation habit into a profitable AI-powered startup.
In this discussion, we’ll discuss his:
Top Advice
From Tech Job to Tweeting to Tech Founder
From Spreadsheet Hacks to a Real Business
Discovering the Power of Cursor
ChatGPT Prompts for Building Business
Scratching His Own Itch
The Launch That Made $200K in 2 Hours
The Stack Behind the App
Lessons Learned
Lessons for Aspiring Entrepreneurs
Transform Your Life
Top Advice:
"Solo founders can now build high-impact software without traditional coding skills by combining modular thinking, smart AI usage, and audience-first product building."
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In the new age of AI-assisted software development, Alex Finn’s story stands out as a masterclass in speed, strategy, and solo execution. In just three months, Alex built Creator Buddy, an AI-powered content coaching tool that now earns over $300,000 per year—without writing a single line of code himself.
And it all started with one tool: Cursor.
From Tech Job to Tweeting to Tech Founder
Before becoming a solo founder, Alex was a team lead at MongoDB, managing technical consultants. But like many aspiring creators, the 9-to-5 grind left little room to build. In 2021, he started creating content on Twitter. By 2023, after Elon Musk open-sourced the X algorithm, Alex went deep into the code, broke it down in a viral thread—and caught the attention of Elon Musk himself.
The exposure changed everything.
With newfound momentum and a fast-growing audience, Alex quit his job and went all-in on building his own software—despite having no real coding experience.
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From Spreadsheet Hacks to a Real Business
For Alex Finn, the road to building a six-figure software product didn’t start with code—it started with curiosity.
Back in 2021, Alex was leading a team at MongoDB, juggling the pressures of a full-time tech job. But on the side, he was experimenting with ways to improve his tweets.
He built a spreadsheet system to track performance. He analyzed trends. He tested hooks.
But the real breakthrough came in March 2023, when Elon Musk open-sourced the X (formerly Twitter) algorithm. Alex dove into the GitHub code, made sense of it, and shared a breakdown thread.
That single post went viral.
“Elon retweeted me. Mark Cuban engaged with it. It blew up overnight,” Alex recalls.
It was then he realized—he didn’t just have ideas. He had attention.
Discovering the Power of Cursor
When Alex first tried Cursor (an AI coding assistant), he had an epiphany:
“I can build enterprise-grade software—without a dev team.”
His secret? Break every feature down into tiny tasks.
Instead of asking AI to “build an app,” he’d prompt it to write an input field. Then a button. Then a function. With this modular approach, aided by ChatGPT for extra context, he eliminated most bugs and stayed fast.
It wasn’t about mastering code.
It was about mastering how to communicate with AI.
Scratching His Own Itch
Alex’s product idea was simple: automate the thing he was already doing manually.
Creator Buddy was born out of his own content process. The app would:
Pull tweets directly from X
Analyze them using AI
Offer improvement suggestions in real-time
“I wasn’t trying to chase trends. I built something that solved my own problem. That was enough,” Alex says.
The Launch That Made $200K in 2 Hours
Alex started beta testing in December 2024, personally onboarding 150 users from his Twitter audience. Feedback flooded in. Bugs were fixed. UX improved. By January 24, 2025, he was ready to launch.
Within 15 minutes: $100,000 in sales.
Within two hours: $200,000.
By the end of two weeks: $300,000 ARR, with 500 paying subscribers.
But it wasn’t magic—it was the result of 6+ months of consistent content creation, trust-building, and transparent building-in-public.
The Stack Behind the App
Despite building solo, Alex’s setup was far from amateur. Here’s how he structured the backend:
Cursor (initially), Windsurf (later) for code generation
ChatGPT-3 as a virtual PM for breaking tasks
Next.js + Vercel for frontend hosting
Supabase for backend database
Resend for transactional email
Claude + OpenAI APIs for tweet analysis
X API access at $5,000/month
All in, his monthly costs run around $5,300—but with 80% profit margins, Creator Buddy remains highly profitable.
Lessons Learned
Audience First, Then Product
Critics were quick to say his success came from his following.
Alex didn’t deny it. But he reminded everyone:
“That audience didn’t appear overnight. I tweeted every day for three years.”
His takeaway?
Anyone can build an audience. A few tweets. A few videos. Every day.
Small steps create massive results.
Breaking the Myth: Do You Need a Big Audience to Win?
Some critics argued that Alex only succeeded because he had a large following.
His response?
“Yes—but that following took three years of consistent work. Anyone can do the same. A few tweets a day. A few videos. Over time, it compounds.”
He’s proof that audience-building isn’t about overnight fame—it’s about showing up over and over again until people start listening.
Distribution is the Real Moat
With tools like AI, anyone can build a product. What separates winners from the rest is how well they distribute it.
“In today’s world, product alone isn’t enough. Distribution is your defense,” Alex emphasizes.
That’s why his strategy always involved sharing his journey, engaging his audience, and making feedback part of the product loop.
From Outsourcing to Doing
When faced with a new challenge, Alex didn’t hire help. He didn’t delegate.
He turned to AI.
He broke the problem into micro-tasks. Then he solved them, one at a time.
“You don’t need to know everything. You just need to be in ‘figure-it-out’ mode,” he explains.
This mindset let him move quickly, stay lean, and avoid decision paralysis.
Lessons for Aspiring Entrepreneurs
You Don’t Need to Know Code—You Need to Know How to Think
Learn how to break problems into parts and guide AI—don’t wait to “learn coding first.”
Scratch Your Own Itch
Build what you personally need. If it helps you, it’ll likely help others too.
Distribution > Product
Build trust and attention early. Start sharing. Document the journey.
Use AI as a Teammate, Not Just a Tool
Think of AI as your co-founder. Learn to delegate intelligently.
Don’t Outsource Too Early—Figure It Out First
Build self-reliance. You’ll make better decisions later if you understand the parts.
Start Before You’re Ready
Perfection is the enemy. Launch. Learn. Iterate.
Audience is a Moat
Invest in audience-building. It’s your most defensible asset.
Momentum Beats Motivation
Small actions create big momentum. Start moving, and clarity will follow.
“Don’t overthink. Just do. Build anything. Tweet anything.
Asked what he’d tell his past self—or anyone still sitting on an idea—Alex didn’t hesitate:
“Don’t wait. Don’t overthink. Build anything. Tweet anything. Small actions lead to momentum.”
What started as a personal spreadsheet is now a profitable app with nearly 500 paid users, earning $300,000/year, and built entirely by one person, with AI’s help.
“Six months. One person. Zero code. $300K ARR. This is not a future possibility. It’s happening right now.”
Transform your Life
Noble Haskell, a quadriplegic student and former cross country athlete, defiantly walked to accept his diploma.
After breaking his neck in a car accident, he vowed to walk and run again
Anything is possible if you work hard enough 💪
— Kevin W. (@Brink_Thinker)
1:47 PM • Jun 28, 2025
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