Free Lesson
Turn Job Descriptions into Interview Playbooks
Part of The AI-Powered Professional
45 min
Jul 11, 2026 11:45 AM
Virtual (Zoom)
In this video
What you'll learn
See a job description become a calibrated question set
Watch the same JD produce generic questions with no context, then precisely calibrated ones once context is added.
What makes a rubric defensible
See the difference between a rubric that looks consistent and one that's tiered, weighted, and fully auditable.
Watch one process adapt entry-level to exec
See one JD become a technical screen and another become a judgment screen — same process, different signal.
Why this topic matters
A bad hire costs 30% of annual salary. Yet most interviews rely on gut feel, repeated questions, and no scoring standard. This lesson teaches you to use AI to build structured interview guides for any role—so your hiring decisions are faster, fairer, and more defensible
