Field notes on AI screening and high-volume hiring
How AI screening actually works in production: resume scoring, voice interviews, and high-volume hiring, written from live pilots.
IT Fresher Hiring Fell 80%. Screening Got Harder.
IT fresher hiring in India fell from 600,000 to 120,000 in three years. Fewer seats means every screening miss now costs more, not less.
NYC's AI Bias-Audit Law Doesn't Reach India Yet
NYC's Local Law 144 forces AI hiring audits. India has no equivalent law yet — but that gap is a countdown, not a shield, for HR teams screening at…
What a 60%+ AI Auto-Reject Rate Actually Means
A 60%+ AI auto-reject rate sounds harsh until you see the four buckets every candidate lands in. Here's what's actually happening behind the number.
How Many Candidates Can Your AI Screen at 9 AM?
Unlimited concurrent interviews is the most common AI-screening claim and the least honest. What real throughput looks like when 500 candidates join.
Why Volume Hiring Pulls Overqualified Applicants
High-volume hiring is not only a count problem. A 14-year manager and a fresher land in the same pile, and keyword scoring cannot tell them apart.
Keyword Match Isn't Fit: Scoring for Real Relevance
Generic keyword scoring lets overqualified candidates outrank matched freshers. The mechanism, the failure mode, and how JD-aware rubrics fix it.
Why One Opening Pulls Thousands of Wrong Resumes
One campus role draws thousands of applications in India—most irrelevant. The mismatch is structural and the fix starts before resume review.
EU AI Act and India: What HR Should Do in 90 Days
The EU AI Act high-risk deadline moved to December 2027. The next 90 days are the best window Indian HR teams get before the vendor panic cycle.
How to Run a 3,000-Applicant Drive Without Burning Out HR
An operational playbook for TA directors: knockout setup, candidate self-scheduling and AI voice screening for a 3,000-applicant drive without burning…
The Silent Rejection: Applicants You Never Reply To
In high-volume hiring most applicants never hear back. That silence is an employer-brand cost you pay every drive, and it is fixable.
Your AI Screen Rewards Job-Description Copiers
Keyword matching never measured whether a candidate could do the work.
Mass Job Posts Attract the Wrong People, Not Just More
India's volume hiring drowns in overqualified applicants — not just too many CVs, but the wrong person-type. How to diagnose and fix it.