Job postings used to be an HR artifact. Today, they’re something very different. They’re used to track competitor expansion, monitor hiring velocity, detect new product bets, power sales intelligence, train…
When Job Listings Stopped Behaving Like Content For years, job postings were treated as content.Something to scrape.Something to display.Something to refresh once in a while. In 2025, that mental model…
AI systems don’t usually fail because of weak models.They fail because the data they learn from becomes stale, incomplete, or disconnected from reality. For products trying to understand work, skills,…
The modern job board ecosystem runs on one fundamental logic: fresh, accurate, complete job data. But it's not as easy as it sounds. Employers update roles daily, systems change URLs,…
The recruitment industry has evolved over the years, from manually job sourcing to online job posting. Hours shifted to minutes, and many hands to one. Job posting services have also…
