Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
Chasing Moats After AI: The Overlooked Goldmine of Niche Pain Points
Pieter Levels recently shared his strategy for finding moats in an AI-dominated world, covering proprietary data, community, distribution, hardware, and capital. He overlooked one crucial moat: the long tail of niche operational pain points that big AI ignores. Our data reveals thousands of high-severity problems waiting to be solved.
Luxury Safari Market Is Booming, But the Real Pain Is in the Back Office
Everyone sees the demand for high-end safaris, but few are talking about the operational headaches behind the scenes. PainSignal data shows where the real friction is—and where the opportunity lies.
The $99 Scraper Lesson: Why DIY Fails and Where the Real Opportunity Is
Pieter Levels spent weeks trying to build his own ScrapingBee. He failed. But the real story isn't about one developer's stack—it's about the escalating war between scrapers and anti-bot systems. Our data shows this pain is everywhere, and it's creating a massive opportunity for adaptive, AI-powered scraping tools.
Flying Sucks, But That's Where the Opportunity Is
Flying has become a stress marathon, but for app builders, that's good news. We mapped 134 air travel problems to uncover where the real opportunities lie—and why B2B might be your best bet.
The Real Airport Problem Isn't Just Da Vinci — It's a Systemic Mess Begging for a Fix
Pieter Levels nails the symptom — Da Vinci-run airports are terrible. But our data shows the disease is much wider. Over 143 aviation problems tracked, many stemming from privatization. Here's what that means for builders and investors.