Transparent candidate screening and interview workbench

Reduce time-to-shortlist while keeping hiring evidence reviewable. For hiring teams and recruitment agencies screening high volumes of candidates, convert job criteria, candidate applications and interview recordings into reviewer-approved shortlists and structured evaluation reports. The benefit is a testable hypothesis, measured through qualified candidates advanced per recruiter hour and hiring-manager agreement with shortlist decisions; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect job criteria, candidate applications and interview recordings, then follow this sequence: 1. Parse job criteria and role requirements. 2. Screen and score incoming applications against criteria. 3. Rank candidates by relevance to the role. 4. Invite candidates in bulk to scheduled interviews. 5. Conduct AI-led interviews live or asynchronous. 6. Record video interviews with playback. 7. Generate role-specific questions from approved banks. 8. Transcribe responses and link them to questions. 9. Flag possible cheating or integrity issues for review. 10. Produce structured evaluation reports per candidate. 11. Support interviews and assessments in multiple languages. 12. Collect team feedback and decision comments. 13. Show hiring progress and candidate performance analytics. 14. Sync shortlists and decisions with the applicant tracking system. 15. Generate personalized application scripts for candidates. 16. Create personalized learning plans for development. Resolve uncertain cases with qualified reviewers, approve reviewer-approved shortlists and structured evaluation reports, and measure qualified candidates advanced per recruiter hour and hiring-manager agreement with shortlist decisions against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed job family and approved question bank; final hiring decisions and adverse-action checks remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve candidate privacy, source attribution, interview accuracy and usage permissions. Hiring managers approve substantive decisions and adverse-action scope. One fixed job family and approved question bank; final hiring decisions and adverse-action checks remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed job family and approved question bank; final hiring decisions and adverse-action checks remain human. Implement one approved input format, a bounded representative case set and the first two task modules: parse job criteria and role requirements; screen and score incoming applications against criteria. Support the remaining modules with operator review: rank candidates, schedule and conduct interviews, transcribe, report and sync with the applicant tracking system. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Applicant tracking systems, calendar and scheduling tools, video conferencing and assessment providers. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Role criteria and question setup, Candidate pipeline and interview review, Shortlist and decision record. Use a pipeline board for candidates, a large central review canvas for interview evidence, and a right-hand panel for criteria, scores and comments. Let users compare candidates side by side. Display screening, interview complete, shortlisted and rejected states. Provide a hiring-manager review link with comments anchored to the relevant evidence. Make the task-specific outcome reviewer-approved shortlists and structured evaluation reports visible beside its evidence, review state and value baseline.