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Build a $160K/Month App the Scientific Way

Follow Maro's exact data‑driven framework to build, test, and grow an app that actually makes money.

Based on: How I Built This $160K/Month Gym App by Starter Story

How I Built This $160K/Month Gym App▶ Watch the source video on YouTube

Why You Need This Checklist

What if the reason your app isn't growing has nothing to do with your idea — and everything to do with how you're building it?

Most app builders do the same thing: they brainstorm a feature that sounds cool, ship it, and hope it moves the needle. Sometimes they poll their users. Sometimes they just follow their gut. And month after month, the downloads stay flat, the revenue stays stuck, and they can't figure out why nothing is working.

Here's the uncomfortable truth: building on instinct is almost always wrong. The features you think matter usually don't. The screens you obsess over often have zero impact on retention. And the things that actually move your metrics? You'd never guess them without testing.

That's exactly what 22-year-old Maro discovered when he built Symmetry — a gym tracking app that now generates over $160,000 every single month, in just one year. He didn't get there by building what he wanted, or even by listening to every user feature request. He got there by treating every product decision like a controlled science experiment — running structured A/B tests, setting quarterly OKRs, tracking analytics at every step of his funnel, and knowing the difference between quantitative data (what is happening) and qualitative data (why it's happening).

One single screen added at the end of onboarding — a simple commitment prompt — increased retention by 3%. A screen he spent weeks redesigning moved nothing. That's the power of testing before assuming.

Starter Story brought Maro on camera to break down his entire system, from the three phases of building he went through, to the exact tools he uses (Posit, Super Wall, Notion, Claude with MCPs, Whisper Flow), to his experiment tracking database he calls EVEN — Experiment Velocity Engineer Numbers.

This checklist captures every actionable step from that conversation, organized so you can apply it to your own app right now — whether you're pre-launch, sitting at a few hundred downloads, or trying to break through a plateau.

You'll know exactly which metrics to track, how to set up your first A/B test, what to look for in your onboarding funnel, how to structure your UGC content machine, and how to build quarterly OKRs that actually give your team direction.

This is the exact playbook Maro used to go from zero to $160K a month in twelve months. Grab the checklist and start building like a scientist, not a guesser.

What's Inside — Preview

Every checklist item comes with actionable notes to guide you — things like "Don't forget to do this before you start," "Avoid this common mistake," or "Set a reminder for 30 days out." Nothing vague, just clear next steps.

RESEARCH Identify a niche or underserved geographic market for your app before building anything
DECIDE Acknowledge and exit Phase 1: stop building features based on what you personally want
DECIDE Acknowledge and exit Phase 2: stop building purely from raw user feature requests
PLAN Adopt a methodical, scientific approach to every product decision going forward
BUILD Install analytics event tracking on every screen of your app, especially the onboarding funnel

+ 27 more action items inside...

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