Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
AI Deployment Isn't Just About Hiring FDEs—It's About Fixing the Underlying Friction
Jason Lemkin argues that 95% of CSMs can't become Forward Deployed Engineers. But the real story is in the granular problems: our data tracks 47 specific deployment friction points, from slow time-to-value to AI trust issues. Here's how to decide where to invest—humans or automation?
Helply's Outcome Pricing Looks Brilliant — But the Data Whisperer Is in the Room
Helply's free-for-seats, pay-per-outcome model is the boldest B2B support play in years. But our dataset of 340+ support pains reveals the real bottleneck isn't pricing — it's data quality. For builders and investors, that's the signal to watch.
When Autonomous Vehicles Can't Handle the Weather, Freight Costs Spike
Waymo's flood troubles in Atlanta are more than a headline—they're a signal for indie hackers. Our data reveals that transportation businesses are already feeling the cost ripple effects, pointing to a clear opportunity for builders.
The AI Agent Pattern Everyone's Missing: Why Pairing an App with an Agent Beats Either Alone
Jason Lemkin's SaaStr post reveals a powerful AI agent pattern: pairing a deployed app with a live development agent that shares the same database and secrets. But this is still only for the technically adept. Here's the opportunity — and the risks — our data shows.
The Death Spiral Isn't Dead — It Just Moves Faster for Some, Slower for Others
Jason Lemkin's latest SaaStr piece warns that AI has compressed the classic B2B churn cycle from Year 3 to Year 2. And in many ways, he's right. But our data on 2,000+ problems shows that for SMB, mid-market, and regulated verticals, the old rules still apply — and missing that distinction could lead you to the wrong strategy.
Legal Tech's Blind Spot: It's Not Just About Research
Legal research is a huge pain point—but it's not the biggest one. Our data reveals that manual contract review and collaboration issues are even more severe. Builders and investors should look beyond litigation.
The Hidden Market in Golf's Coordination Problem
Hubble.GOLF addresses elite players' logistics, but our data reveals a larger, underserved market: the 90% of golf that's recreational. Here's what builders are missing.
The 500 Million Farm Problem: Climate Risk, Cash Flow, and the Real Opportunity in AgTech
A new CEO interview touts a unique solution for agricultural loan risk. But a closer look at the data reveals a broader landscape of pain points—cash flow instability and lack of affordable monitoring—that point to even bigger opportunities.
IVF Startups Are Finally Fixing the Wrong Problem. Gaia Might Be Different.
Gaia's outcome-protected IVF financing is a step forward, but scaling their closed-loop data model means solving deeper interoperability challenges and tapping underserved worker segments.
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 $4 Trillion B2B Bifurcation: What the Macro Optimists Miss About Micro Pain
Jason Lemkin makes a compelling case that B2B isn't dead—it's bifurcated, with winners growing 60%+. But our data on AI agent integration, hallucination, and ROI measurement shows the micro-level pains are still acute. Here's what builders need to solve to capture the next wave.