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HR TechScreeningMatching

Staffing Agency

Recroot

Intelligent candidate matching system that screens resumes, conducts initial assessments, and ranks candidates based on role fit and cultural alignment.

Industry

HR / Staffing

Timeline

6 weeks

Key Metric

40 hrs

Result

Saved Per Recruiter Weekly

The Challenge: Screening at Scale

The staffing agency was receiving 500+ applications per week across dozens of open roles. Recruiters were spending 80% of their time on initial screening—reading resumes, making phone calls, and filling out assessment forms.

Quality suffered because volume was overwhelming. Good candidates were slipping through the cracks, and recruiters were burned out from repetitive screening calls.

They needed to screen faster without sacrificing quality. The goal was to get the best candidates to hiring managers quickly, while ensuring no qualified candidate was overlooked.

The Solution: AI-Powered Screening

Recroot handles the entire initial screening process—parsing resumes, conducting voice-based assessments, and ranking candidates based on configurable criteria.

01

Resume parsing and skill extraction with 95%+ accuracy

02

Automated voice screening using conversational AI

03

Role-specific scoring based on requirements and preferences

04

Integration with existing ATS (Bullhorn, Greenhouse)

05

Recruiter dashboard for reviewing AI recommendations

The Results

40 hrs/wk8 hrs/wk

Time on Initial Screening

5 days24 hours

Time to First Interview

12%34%

Placement Rate

Beyond the Numbers

  • Recruiters focus on relationship building and closing
  • Consistent, unbiased initial screening
  • Candidates get faster responses and better experience
Our recruiters used to hate Mondays because of the resume pile-up. Now they come in to a prioritized list of the best candidates, already screened.

Director of Recruiting

Regional Staffing Agency

Tech Stack

PythonFastAPIAnthropic ClaudeTwilioPostgreSQLReact

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