Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
LLMs Stumble on Skin Cancer, but the Real Pain in Healthcare Is Paperwork
A recent article showed a decade-old CNN outperforms frontier LLMs on skin cancer images. That's not surprising, but it misses the bigger story. PainSignal data on 1,209 healthcare problems reveals the most severe pain points aren't diagnostic—they're administrative. The winning AI plays will automate the busywork, not replace the radiologist.
LLM Prices Crashed 80%. Why Are AI Projects Still Failing?
Everyone cheered when LLM prices cratered 80% in months. But our data shows businesses are still hitting a wall — and it's not the bill. We dug into thousands of pain points to uncover what actually stops AI adoption, and what builders should do instead.
Cross-Chain Messaging Isn't the Problem. It's the 26,645 Little Ones.
CB Insights interviewed LayerZero about cross-chain interoperability, but the article is locked. No matter. The deeper story is that communication breakdowns plague every industry. We track 26,645 real-world problems, and they reveal a market far larger than crypto.
The Data Behind Sales Leadership Hiring Mistakes
SaaStr's Jason Lemkin shares 10 costly VP Sales hiring mistakes. But do they match the real pain points founders report? We dug into our data to find out — and discovered two blind spots every founder should consider.
The Prospector Gap: Why SaaStr's Custom Agent Stack Is a Build Opportunity for the Rest of Us
SaaStr built 'The Prospector' to unify inbound, outbound, renewals, and support with AI agents. But their custom stack highlights a massive gap: off-the-shelf tools for the rest of us. We dug into our app idea database to find the most severe unsolved pains in this space.
Your AI SDR Is Only as Good as Your CRM Hygiene
Aurasell's fish tank story shows the power of first-party data, but most companies don't have clean enough CRM records to replicate it. PainSignal data reveals the real bottleneck: data decay, integration gaps, and manual work. If you're building or investing in AI SDRs, focus on the plumbing, not the pitch.
The AI Cost Curve Is a Kill Shot for Flat Pricing — Here's What Builders Are Actually Doing
Jason Lemkin's latest lays out the 'double hockey stick' problem: 1% of users drive 75% of AI costs. It's a pricing theory masterpiece. But for indie hackers and agency devs, the real story is the operational fire drill—and the fast-growing crop of tools solving it.
Your VP Sales Doesn't Need to Code, But They Can't Be Clueless
The SaaStr debate on whether your VP Sales needs product expertise misses the real issue: it's about adaptive leadership. We analyzed 26,531 problems to find where sales leaders actually fail.
The Google Cloud Outage Wasn't a Fluke—It's a Pattern You Can Build For
The Google Cloud outage in Europe sent shockwaves through banking, but the real story isn't the downtime—it's the pattern. Our data shows a growing crisis of cloud dependency, with fintech companies especially vulnerable. Builders who can offer resilience tools are staring at a massive opportunity.
Apple Broke iPad Presenting. The Real Problem Is Deeper.
The iPad presentation hiccup is annoying, but it's a symptom. Educators are drowning in unreliable tech, and the data shows a huge opportunity for builders who focus on resilience and offline-first design.
That SimCity-for-Permits Game Is Fun, But Real Construction Pain Runs Deeper
Peter Cai's permit simulation game hits a nerve for anyone who's dealt with zoning boards. But our data on construction and property management pain points shows the real headaches go way beyond permits—and that's where the next wave of software opportunities lives.
Anthropic's AI Workforce Data Is a Goldmine for Founders—if You Look Past the Headlines
Anthropic just dropped the most detailed look yet at what happens when a company rebuilds around AI agents. Junior technical hires fell from 27% to 9%. Agents log 6x human hours but wait on humans 80% of the time. The headline numbers are striking, but the real story is the new pain points they expose—and the market data backing them up.