Case study · Software QA Engineer · Canada

From 7,300 applications to six qualified candidates in ten days

How structured AI screening turned an impossible manual backlog into a focused shortlist — with a single recruiter.

Challenge

The challenge

A Canadian client faced a severe hiring bottleneck after receiving more than 7,300 applications for Software QA Engineer roles in just four days. Reviewing that volume manually is not just slow — it is tedious, repetitive, and structurally unreliable. No team can give every CV equal attention; strong candidates get buried, skipped, or reviewed inconsistently when recruiters are under time pressure.

7,300+ applications

Received in just four days for Software QA Engineer roles.

Weeks of manual work

Traditional ATS filtering could not deliver a qualified shortlist at the speed required.

One recruiter

The entire search handled by a single hiring team member.

Manual vs JobZippy

Why manual screening fails — and how JobZippy changes the outcome

At this volume, manual CV review is not a staffing problem alone. It is a reliability problem: the process cannot surface every qualified candidate before the role goes stale.

Manual screening at 7,300+ CVs

  • Time-consuming at scale

    7,300+ CVs cannot be reviewed thoroughly in days. Manual screening stretches into weeks and delays every downstream hire.

  • Tedious and inconsistent

    Hours of repetitive triage lead to fatigue. Review quality drops, shortcuts appear, and decisions become harder to defend.

  • The right candidate gets missed

    In a manual backlog, qualified applicants are indistinguishable from noise until someone has time to read them — and someone rarely does.

With JobZippy

  • Every serious applicant is assessed

    Structured AI screening evaluates everyone who commits to the process — consistently, against the same criteria, at any volume.

  • Recruiters review signal, not noise

    Your team sees candidates who matched the role and completed screening — not thousands of unqualified CVs.

  • Qualified hires surface faster

    In this deployment, 53 completed screenings became a six-person shortlist in ten days — the right candidates reached decision-makers quickly.

Solution

How JobZippy helped

JobZippy replaced weeks of manual CV triage with structured intelligent screening. Match thresholds and AI video assessment filter for serious, qualified candidates before your team reviews CVs — so recruiters spend time on people who meet the bar, not on thousands of irrelevant applications. Candidates who complete screening enter your review queue with consistent, structured evidence — reducing the risk that the right hire is missed in the noise.

Platform capabilities used

  • Intelligent job matching and profile thresholds
  • Structured AI video screening
  • Automated screening funnel with stage tracking
  • Candidate pipeline management
  • Cost-effective per-screening pricing

Outcomes

Results

High-efficiency outcome

Delivered a qualified shortlist in 10 days with only one recruiter involved.

Cost-effective hiring

Total screening cost was £1,060 — 53 completed screenings at the published £20 per-screening rate.

7,300+

Total applications

2,000

Entered screening

500+

Attempted screening

53

Completed screening

6

Final shortlist

Summary

Key takeaways

  1. 01

    Manual screening at 7,300+ applications is slow, tedious, and inevitably misses strong candidates in the backlog.

  2. 02

    Structured screening evaluates every committed applicant consistently — recruiters then focus on people who meet the bar.

  3. 03

    A small, qualified shortlist in ten days beats weeks of manual triage and a thousand unreviewed CVs.

Download original case study (PDF)

Based on real results

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