ChartDetector AI: The Paid-Ads Math Behind a $56K Month
ChartDetector's founder reports $56K monthly revenue and 20 hours of work. We examine the ad spend, subscription funnel, profit claim, and risks.
The library
Distribution & Growth
Case studies and practical systems for finding repeatable distribution, measuring qualified attention, reaching early users, and building sustainable growth.
Harpagia: How an Idle RPG Reached $155K a Year Without Paid Ads
How Harpagia built an idle RPG around permanent progress, reached 50K+ downloads, and used candid Reddit feedback to grow—plus the economics to…
Career Hound: The Job Board That Sells a Better Search Path, Not More Listings
Career Hound pairs company-site job listings with repeatable creator content. Examine its founder-reported sales, churn, acquisition system, and risks.
Sarafan Mobile’s $60K Month and the Risk a Portfolio Could Not Diversify Away
Sarafan Mobile rebuilt after losing a developer account. Examine the difference between app diversification and platform resilience with a practical continuity map.
STOPPR Reached $14K a Month. Why Its Creator Growth Still Hit a Wall
STOPPR's reported growth shows why viral creator videos do not settle app economics. Use a contribution-margin and founder-time scorecard before scaling a…
SaaS Launch Strategy: Why Your Launch Lasts 48 Hours—and What to Build Next
Launch day is easy to overvalue because it is visible. A useful SaaS launch strategy has to account for what happens after…
Why Product Hunt Is Not a Distribution Plan
A launch platform can give you feedback, a backlink and a short burst of attention. It cannot choose your audience or build…
43,000 Views, 456 Visitors, $0 Revenue: The Reach Trap
Reach is not demand. It can be useful evidence that a topic catches attention. It is not evidence that the audience understands…
10 Comments Beat 4 Launch Posts: A Zero-Audience Launch Lesson
A launch is not a distribution system. It is a short moment when you ask strangers to care. If you have no…
From 4 Weeks to 20: The Consistency Threshold Behind 5× More Social Engagement
Most people try to fix social reach by improving the next post. A sharper hook. A better format. A more precise publishing…