HireQwikField notes
How AI screening actually works in production — resume scoring, voice interviews, and high-volume hiring, written from live pilots.
Knockout questions: designing the first-filter that protects recruiter time
Most AI screening teams design knockout questions wrong for voice calls. Here's how Phase-0 first-filter design actually protects recruiter time at …
The application flood: what changed in campus hiring post-2024
Three structural shifts caused India's campus hiring application flood post-2024. Most TA teams treat it as volume, not capacity.
Bandwidth ceiling: why HR teams cap at 80 interviews per recruiter per week
Recruiter interview capacity per week hits a hard ceiling at 60–80. Here's the math—and why adding headcount to a phone-screen process never solves …
Trigger-based hiring: when a sheet drop becomes a screening campaign
Automated hiring trigger sheet logic can launch screening campaigns the moment candidate data arrives—no recruiter intervention needed before the …
Subscription Pricing for AI Screening: Why Per-Interview Rates Penalize High-Volume Hirers
Per-interview AI screening pricing looks fair until you're running thousands of campus hires. Here's the math that changes the vendor conversation.
Why Your Campus Hiring Funnel Breaks Before the AI Screen Even Runs
Campus hiring funnels lose a significant share of shortlisted candidates at scheduling — before any AI runs. Here's what breaks and how to fix it.
Generic vs JD-bound AI screening: when each approach wins
Most AI screening tools use one rubric for all roles. When generic screening works, when JD-bound is non-negotiable, and what the tradeoff costs you.
The 50:1 candidate-to-recruiter ratio nobody plans for
India's campus hiring math breaks early. The constraint isn't sourcing—it's the phone screen queue no team budgets for until it's too late.
Self-Scheduling for Candidates: 4 Design Choices That Change Your Show-Up Rate
Candidate self-scheduling sounds easy until show-up rate tanks mid-drive. Four design decisions that determine whether shortlisted candidates actually …
The 48-Hour Campus Drive Compression: Handling 500 Applicants in 2 Days
When 500 campus applicants arrive in a 48-hour window, most HR teams screen a fraction of them. The math behind India's campus drive compression …