Field notes
How AI screening actually works in production — resume scoring, voice interviews, and high-volume hiring, written from live pilots.
How Many Candidates Can Your AI Screen at 9 AM? The Concurrency Question Vendors Dodge
Overqualified and Off-Target: Why Mass Job Posts Attract the Wrong People, Not Just Too Many
Keyword match isn't fit: why a 14-year manager outscores a junior who can actually do the job
Generic keyword scoring lets overqualified candidates outrank matched freshers every time. Here's the mechanism, the failure mode, and how JD-aware …
The irrelevant-applicant problem: why one opening pulls thousands of resumes that don't fit
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 Leaders Should Do in the Next 90 Days
The EU AI Act high-risk deadline moved from August 2026 to December 2027. The next 90 days are the best window Indian HR teams will have to prepare …
How to Run a 3,000-Candidate Drive in One Evening Without Burning Out HR
Operational playbook for TA directors: phase-0 knockout setup, candidate self-scheduling, and AI voice screening — the setup that lets one HR team …
Keyword match isn't fit: why your AI screen rewards the candidate who copied your job description
The silent rejection: what happens to the campus applicants you never reply to
Keyword Match Isn't Fit: Why a 14-Year Manager Outscores a Junior Who Can Actually Do the Job
AI resume scoring ranks overexperienced candidates above genuinely fit juniors. Here's why keyword-matching mechanics fail high-volume recruiters—and …
Overqualified and Off-Target: Why Mass Job Posts Attract the Wrong People, Not Just Too Many
India's volume hiring drowns in overqualified applicants—not just too many CVs, but the wrong person-type. Here's how to diagnose and fix person-type …