Field notes from the front lines.

What we've learned
building this — in writing.

Long-form essays, working playbooks, public datasets, recorded webinars. No SEO sludge, no "10 tips for your career." Things our partners actually read.

EDITOR'S PICKS · WEEK 28
▢ ESSAYMETHODOLOGY14 MIN READ

How we calibrate the scoring engine — every month, against real outcomes

Most interview-AI vendors run a model and never look back. We started with the opposite assumption: any model that doesn't track its own predictions against real hires is going to drift. Here's the loop we built, the metrics we publish, and what we do when fairness regresses.

PK
Priya Khurana · CTO
2026.05.02 · MAY