HireQwikField notes
How AI screening actually works in production — resume scoring, voice interviews, and high-volume hiring, written from live pilots.
Bulk hiring challenges for Indian IT services in 2026
Why Indian IT services firms planning 3,000–20,000 fresher hires in FY26 keep hitting screening walls — and what the capacity math actually requires.
Knockout questions first: rejecting obvious no-gos in the first 60 seconds of an AI screen
Why firing your hardest binary filter in the first 90 seconds — not after a full screen — is the design principle that makes high-volume AI hiring …
Stop Scoring Every Candidate with the Same Rubric: JD-Aware AI Screening
Generic AI screening rubrics reward fluency regardless of role fit. Here's why JD-bound scoring produces shorter, sharper shortlists — and what makes …
Why 80% of High-Volume Hiring Will Be AI-Voice-Screened by 2027
India's campus hiring math makes manual phone screens structurally unsustainable. Here's what's actually happening in mid-2026 — and why 80% AI voice …
Self-Scheduling for Candidates: 4 Design Choices That Change Your Show-Up Rate
The 50:1 Candidate-to-Recruiter Ratio Nobody Plans For
Calendly-style scheduling for AI interviews: let candidates pick their own slot
Assigned interview slots quietly destroy show-up rates in AI screening campaigns. Here's why candidate self-scheduling changes the completion math …
Handling bias complaints from candidates rejected by AI screening
When a rejected candidate accuses your AI screen of bias, most HR teams have no playbook. Here's the framework to build before EU AI Act enforcement …
AI screening for non-engineering roles: CSM, sales, ops, support
Most AI screening tools are designed for tech roles. Here's how to redesign AI screening rubrics for CSM, sales, ops, and support hiring in India.
How to evaluate an AI screening vendor in 30 minutes: the founder demo checklist
Five questions TA directors should ask before any AI screening vendor demo: JD rubrics, Phase-0 knockouts, audit trails, and completion rates in …
Auto-decide for AI screening: let the AI handle obvious accept/reject, surface only the middle band to HR
How auto-decide thresholds in AI screening concentrate recruiter judgment on the middle band — and stop the rubber-stamp reject pile at scale.
How to calibrate an AI screening scoring rubric for freshers
A practical guide to building per-JD AI screening rubrics for fresher hiring in India — phase-0 knockout, dimension floors, and post-campaign …