Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
AI Found the Next Construction Project. It Missed the Contractor Who Won't Get Paid.
Cascade raised $3.5M to help builders spot projects before they're announced. But our data shows the industry's biggest problems aren't finding work — they're surviving it. Payment disputes, safety hazards, and compliance nightmares plague contractors daily. This article digs into why the next wave of construction AI should focus on the bottom of the funnel, not the top.
Owner's agent playbook shows restaurants are still underserved—here's what builders should target next
Owner proves AI agents can win in vertical SaaS, but PainSignal data shows the real story is a fragmented market with opportunities far beyond website generation. Builders who act now on the overlooked operational pain points will own the next chapter.
The Real Problem Isn't AI Destroying Books—It's the Books AI Forgot
The buzz around AI destroying physical books misses a quieter, more damaging trend: critical educational materials vanishing because they were never digitized. We track the real problems—and the builders who can solve them.
The $250B Loan Servicing Blind Spot Hiding in Plain Sight
When Verc's CEO says loan servicing is a $250B surface area problem, she's right. But our data suggests the same human-resource constraint extends far beyond collections—into fraud prevention, capital access, and international payments. The real AI goldmine is bigger than anyone's talking about.
The $400B Mortgage Gap No One’s Solving (And It’s Not About Rates)
Butter Money’s CEO sees a massive mortgage opportunity in India. But data from 803 real estate pain points shows the real goldmine is fixing slow financing and broken workflows, not just lowering rates. Here’s what indie hackers and investors should build next.
The Missing Middle: What Seapoint's CEO Gets Right (and Wrong) About Mid-Market Finance Software
A CB Insights interview with Seapoint's CEO frames a huge market of businesses too big for QuickBooks but too small for an ERP. Yet our data reveals the actual pain points are far more specific—and lucrative—than 'no software exists.' Who's really being underserved, and what should builders focus on?
The $22,000 Leak: Why Catastrophe Risk Is Bigger Than Commercial Insurance
Catastrophe risk is rising, and ResiQuant is betting on commercial insurance. But our data shows the real pain—and opportunity—is with small property owners facing $22,000 water leaks and insurance-mandated tech they can't use. The bottom of the market may be where the biggest returns lie.
Vertigenius’s €80B TAM Is a Big Bet on a Niche Problem—But the Data Says It Might Not Be So Niche
A CB Insights interview with Vertigenius CEO Mark Barry lays out a bold vision for remote vestibular therapy. But the numbers that matter aren’t just about vertigo—they’re about the systemic gaps in remote monitoring, documentation, and reimbursement that every digital health founder should be watching.
Silent churn is the new SaaS killer: when happy customers leave for their own AI agents
SaaS churn used to be about unhappy customers or better competitors. Now, the quietest, happiest accounts are quietly disappearing into custom AI agents. Jason Lemkin's recent Notion story is a wake-up call. Our data shows the problem is bigger than anyone thinks, and traditional churn models are blind to it.
AI in Drug Discovery Is Sexy, But the Real Healthcare AI Boom Is in the Boring Stuff
AI-generated drug candidates are exciting, but the unglamorous side of healthcare—documentation, medication errors, staffing—is where AI is making a real impact today. Our data shows the most severe healthcare problems aren't about discovering new molecules.
The Agent Test Is Coming for Your SaaS. Here's the Bigger Opportunity Everyone's Missing.
Canva might be in trouble, but the real gold is in the problems agents create once they're inside a company. Lemkin's agent test is a wake-up call — and a signpost to a much larger market.
12 Years Later, Are Musicians Still Battling the Same Business Demons?
Pieter Levels' 2012 master's thesis on technology and the music industry was prescient about production democratization. But new market data shows the pain has shifted from creation to business survival. Independent artists now grapple with capital, marketing, and administrative burdens—opening fresh opportunities for builders.