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AI solutionCase study · HR & Staffing

AI Recruitment Screening Agent: Candidate screening and scheduling on autopilot

An AI agent that screens applications against role requirements, runs structured pre-screen conversations and schedules interviews with hiring managers.

AI Recruitment Screening Agent interface overview
Industry
HR & Staffing
Solution
AI & agentic solution
Platforms
AI agent · ATS integration · Scheduling
Services
AI Agents · Autonomous Workflows

AI Recruitment Screening Agent in brief

The problem

A staffing team received thousands of applications per month.

The solution

We built a screening agent that scores applications against each role's must-haves with transparent reasoning, asks candidates structured follow-up questions and books interviews into recruiters' calendars.

The outcome

Recruiters spend time on qualified candidates. Faster time to first interview.

01 · The challenge

What was holding the business back

A staffing team received thousands of applications per month. Recruiters spent their days reading CVs and coordinating calendars instead of speaking with qualified candidates.

  • High application volume
  • Slow, inconsistent shortlisting
  • Back-and-forth scheduling

02 · Our solution

How we solved it

We built a screening agent that scores applications against each role's must-haves with transparent reasoning, asks candidates structured follow-up questions and books interviews into recruiters' calendars.

Bias-aware rubrics, human review of every rejection batch and full logging keep the process fair and auditable.

03 · What we built

Key capabilities

01

Explainable scoring

Every shortlist decision comes with the reasons behind it.

02

Conversational pre-screen

Structured questions by email or chat before the first call.

03

Auto-scheduling

Interviews booked into the right calendars automatically.

04

ATS sync

Statuses and notes written back to the applicant tracking system.

04 · The outcome

What changed for the client

  • Recruiters spend time on qualified candidates
  • Faster time to first interview
  • Consistent, documented screening decisions

Technology we use

  • Claude
  • LangGraph
  • Python
  • Greenhouse API
  • Google Calendar API

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