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Field notes

How AI screening actually works in production — resume scoring, voice interviews, and high-volume hiring, written from live pilots.

ai-screeningvoice-ai

How Many Candidates Can Your AI Screen at 9 AM? The Concurrency Question Vendors Dodge

Jun 17, 2026 4 min read
ai-screeningrecruiting

Overqualified and Off-Target: Why Mass Job Posts Attract the Wrong People, Not Just Too Many

Jun 17, 2026 5 min read
campus-hiringai-screening

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 …

Jun 14, 2026 5 min read
campus-hiringai-screening

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.

Jun 14, 2026 5 min read
campus-hiringai-screening

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 …

Jun 9, 2026 5 min read
campus-hiringai-screening

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 …

Jun 9, 2026 5 min read
ai-screeninghr-tech

Keyword match isn't fit: why your AI screen rewards the candidate who copied your job description

Jun 9, 2026 5 min read
campus-hiringrecruiting

The silent rejection: what happens to the campus applicants you never reply to

Jun 9, 2026 5 min read
campus-hiringai-screening

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 …

Jun 3, 2026 5 min read
campus-hiringai-screening

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 …

Jun 3, 2026 5 min read
campus-hiringrecruiting

The irrelevant-applicant problem: why one opening pulls thousands of resumes that don't fit

Jun 3, 2026 4 min read
ai-screeninghr-tech

Why your AI resume scores all cluster at 50–60%: what relevance-aware scoring fixes

Jun 3, 2026 4 min read