Start with a role-specific decision
Agree which capabilities are necessary on day one and which can be learned. Use a small, explicit rubric rather than a long wish list of technologies. Ask the hiring manager to explain how each requirement relates to actual work.
Separate missing evidence from missing ability
A CV that does not mention SQL is not proof that the candidate cannot use it. Use an evidence request or structured question to resolve uncertainty. Record whether an outcome reflects demonstrated performance, self-report or no evidence.
Measure time-to-shortlist honestly
Choose a start event, such as an approved role brief, and an end event, such as a hiring-manager-approved shortlist. Track elapsed time, reviewer hours and the share of shortlisted candidates progressing after interview. Compare like-for-like roles; faster is not better if the shortlist is less relevant.
Make the intelligence layer accountable
Explain how a recommendation was produced and let people challenge errors. Keep human review for consequential decisions and avoid sole reliance on automated scores. JobUp’s planned verification layer is intended to add evidence to your existing workflow, not replace your ATS or promise a fixed hiring outcome.