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Decisions + controlPUBLIC SECTOR / TALENTProject 07

AI Recruiter Alignment Agent

A recruiting agent that evaluates candidate evidence against contract-specific requirements instead of producing a generic resume summary.

Target+15-25%Shortlist acceptanceMeasure the share of recruiter shortlists accepted by hiring managers without rework.
Target+5-10ppInterview-to-offer rateCompare matched roles while controlling for seniority and labor-market conditions.
Modeled20-35%Candidate mismatch reductionModel avoided interviews where mandatory contract requirements are unsupported.

The business problem

Recruiters supported specialized roles whose requirements changed by contract, customer, and technical environment. A candidate who appeared strong in general might still miss a mandatory contract qualification.

Manual comparison required reading the full resume, locating the right contract requirements, mapping evidence, identifying gaps, and building tailored interview questions for each candidate.

  • Recruiting
  • Hiring Managers
  • Contract Leads
  • People Operations

How the work changes

Today

  1. 01Read resumeReview experience, skills, certifications, and project history.
  2. 02Find requirementsLocate the correct role and contract-specific qualification set.
  3. 03Compare manuallyMap candidate claims to requirements and identify missing evidence.
  4. 04Prepare interviewCreate targeted questions and a fit summary for the hiring manager.

With the system

  1. 01ReceiveResume and approved role requirements enter the review.
  2. 02MapCandidate evidence is aligned with each contract requirement.
  3. 03QuestionGaps and ambiguities become targeted interview prompts.
  4. 04ReviewThe recruiter and hiring manager make the selection decision.

What the system does

An AI agent maps evidence, gaps, and interview questions against the exact contract role.

  • Parse resume evidence without treating unsupported claims as verified facts.
  • Map experience and skills to mandatory and preferred contract requirements.
  • Expose alignment, gaps, and ambiguous evidence for recruiter review.
  • Generate targeted interview and follow-up questions with a role-specific fit summary.

What this depends on

Role requirements distinguish mandatory, preferred, and trainable qualifications.

Recruiters validate extracted resume evidence before sharing recommendations.

The agent supports decisions and does not autonomously reject candidates.

Start with clarity

If the business case isn’t there, we’ll tell you before you build.

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