Job ad + scorecard
Write an inclusive job description for a {role} at a {company type}. Include outcomes (not just duties), must-have vs nice-to-have, salary band placeholder, and a 5-criterion interview scorecard with behavioural questions.🧑💼 Profession hub
Better job ads, faster screening, fairer process.
Recruiting AI compresses the top of the funnel — job descriptions, outreach, structured screening — while HR uses it for policy drafting and onboarding. Bias control and candidate transparency are non-negotiable.
Realistic automation levels for the tasks that eat the week — roughly 10 hours saved per week when the full stack is in place.
Write an inclusive job description for a {role} at a {company type}. Include outcomes (not just duties), must-have vs nice-to-have, salary band placeholder, and a 5-criterion interview scorecard with behavioural questions.Turn these raw interview notes into a structured debrief against the scorecard: evidence per criterion, rating with justification, open risks, and a recommended next step. Flag any statement that is opinion rather than evidence.
{notes}A consistent, defensible hiring loop.
AI can organise and structure evidence, but automated rejection decisions carry legal risk in many regions (EU AI Act, NYC Local Law 144). Keep a human decision-maker and disclose AI use.
Score against defined criteria, never on inferred demographics, and audit outcomes by group regularly.