Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
Your recycling probably isn't being recycled. Here's the data.
Pieter Levels put an AirTag in his plastic recycling to track where it ends up. His experiment surfaces a much bigger problem: we have no idea if our recycling actually gets recycled. PainSignal data shows this is just one of 147 waste management issues people want solved.
Europe Isn't 'Cooked' — HVAC Tech Is a Golden Opportunity
Pieter Levels' viral post about Italy banning AC below 26°C is misleading. The real crises are undetected boiler ruptures and diagnostic failures. Our data reveals 237 HVAC problems and 121 app ideas—a goldmine for builders.
Europe's AC Ban Headlines Miss the Real HVAC Crisis Our Data Reveals
A viral story about a man living in a tent indoors due to AC bans is getting attention, but our data across 74 industries reveals the real HVAC crisis isn't about installation permissions—it's about equipment failures, diagnostic nightmares, and systemic building monitoring failures. For builders and investors, these high-severity problems are where the real opportunities lie.
The EU's AI Factories Are a Compliance Trap, Not a Compute Solution
The EU's AI Factories promise subsidized GPU access, but founders face endless ethical questionnaires and proposal calls. Our data reveals the real pain: 32 problems around GPU cost and availability in Europe, with regulatory compliance costs eating 20-30% of early-stage funding.
Vibe coding your way out of chargeback hell: a clever hack, but not a strategy
A solo dev's creative Stripe dispute responder just saved $1,199. But new data reveals chargeback fraud is exploding worldwide, and most businesses lack the time or skill to build custom tools. The real opportunity? Accessible automation for the rest of us.
The CO2 Bedroom Problem Is a Product Opportunity Hiding in Plain Sight
Pieter Levels' CO2 bedroom problem is more than a personal annoyance—it signals a market gap for smart, integrated ventilation systems. Data shows high demand and a chance to build a combination product.
AI Outreach Is Burning Bridges Faster Than You Can Build Them
AI PR tools make outreach cheap and easy—but at what cost? New data reveals generic communication is overwhelming professionals across industries. The solution isn't to ditch AI, but to use it smarter.
Prior Authorization Is Just One Headache: The $50B+ Opportunity in Healthcare Admin
Humata Health's CEO pegs the prior authorization TAM at $30B+. But our data suggests the real opportunity in healthcare administration is much larger, spanning credentialing, documentation, and more.
Your Home's Hidden Price Tags: A Builder's Data on What Homeownership Really Costs
The old rule says budget 2-3x purchase price over 30 years, but our data shows that quality failures—like a single water leak costing $22,000—can derail any estimate. Learn what builders and homeowners need to watch for.
Logistics Needs More Than Just Data Digitization
A CEO interview nails the unstructured data problem in logistics, but misses the real crisis: drivers facing health risks, payment delays, and fraud. Our data shows 653 problems in trucking with an average severity of 4.2/5.
The Missing Vibecoded Photoshop: It's About Trust, Not Just Tech
Vibe coders dream of an AI-native Photoshop. But our data shows the biggest opportunities aren't in generative editing—they're in copyright protection, batch workflow, and authentication. Before you build the next Canva, solve the trust crisis.
The SaaStr Wake-Up Call: Why Your B2B Customer Base Is About to Flip
SaaStr lost 83% of its legacy sponsors in one year—a canary in the coal mine for B2B. But our data shows 1,247 active problems from companies trying to pivot, not perish. The real opportunity isn't in building yet another AI app; it's in the transition tools, retraining platforms, and infrastructure layer everyone's ignoring.