Get clear on who you need
AI organises role requirements, CV highlights, interview questions and feedback. People make the hiring decision.
- Work arrivesCVs and role requirements
- AI preparesPrepare information and next actions
- People confirmReview the result and decide
This grew from an enterprise recruiting workshop. People still decide who advances, who is hired, and what offer is made.
Explore this scenarioExplore the human–AI handoff
- The friction
- Hiring managers keep adding requirements, recruiters repeatedly rewrite the role, and every interviewer asks something different. Afterwards, the feedback is difficult to compare.
- AI's role
- It turns evolving manager requests into an agreed role standard, prepares each candidate’s matches, open questions and interview focus, then brings interviewer feedback and disagreements together afterwards.
- Human decisions
- People decide who progresses, who is hired and what offer is made. AI must not screen applicants based on sex, age, marital or family status, birthplace or similar personal traits.
- What takes shape
- One agreed role standard
- Focused interview preparation for each candidate
- Feedback gaps, follow-up questions and next actions
