Case Study · Recruitment

AI CV Screening for Recruitment: 4x Faster Shortlists

We automated resume parsing, matching, and interviewer briefs—4x faster shortlists with bias checks, approvals, and audit logs.

10 min read Recruitment Guardrails
4xFaster shortlists
0Unlogged decisions
+19%Match quality
<6sScreen time

Problems we solved

What we built

Parsing & matching: Extracted skills and matched to JD and competency rubrics.
Shortlists: Ranked candidates with evidence quotes and rationale.
Briefs: Interviewer briefs with tailored questions and risk flags.
Approvals & logs: Hiring manager approval, bias checks, and full audit.

Stack

Outcomes

Screen CVs faster while keeping fairness, approvals, and audit trails intact.
Automate CV screening See recruitment results

FAQ

Does this reduce bias?

Yes—PII redaction, bias checks, and consistent rubrics reduce bias.

How do you handle approvals?

Shortlists require hiring manager approval; all actions are logged.

Can it generate interview questions?

Yes—competency-aligned questions with risk flags per candidate.

How long to implement?

2–4 weeks depending on ATS access and rubric complexity.