Articles
Data-backed commentary on market gaps, unsolved problems, and builder opportunities.
The Bot Install Problem Is Bigger Than One $220 Google Ads Campaign
A developer's $220 Google Ads experiment revealed 60% bot installs, but the real story is industry-wide. Our data tracks 312 mobile ad fraud problems across Google, Meta, and TikTok, and identifies a clear market gap for builders.
Lightfield's Live Demo Was Impressive, But CRM Pain Runs Deeper Than Data Entry
Lightfield's live CRM demo at SaaStr was a standout moment—showing AI-native CRM that assembles itself and unsticks deals in minutes. But our data reveals CRM pain points go far beyond data entry, from data quality to industry-specific needs. Here's the full picture for builders and investors.
The Pricing Infrastructure Problem That's Bigger Than AI
Schematic's recent funding announcement focuses on AI-era pricing challenges, but the real story is how deeply entrenched monetization infrastructure problems are across multiple industries. Our data reveals 47 distinct pricing and monetization problems with significant operational impact.
The Real Problem with AI Tools Isn't Quality—It's the Work They Create
Everyone's talking about whether AI tools are 'good enough,' but our data reveals a deeper issue: they're often creating more work than they save. From managing outputs to troubleshooting integrations, the real cost isn't the price tag—it's the complexity debt.