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Recruitment & HR

Stop reading every CV — start reading the right ones

Business challenge

Where the workflow breaks down

For every open role, recruiters read dozens or hundreds of CVs to find a handful worth a screening call. Most of the reading is filtering — confirming whether the candidate even meets the basic requirements before the real evaluation can start.

Volume drowns signal

Strong candidates sit in a pile of obvious no-fits, waiting to be found.

Inconsistent first-pass

Different recruiters apply slightly different bars, leading to noisy shortlists.

Time-to-screen lag

Promising candidates lose interest while waiting for a first response.

A ranked shortlist within minutes of the application

Consistent first-pass filterFaster time-to-screenStructured candidate summaries
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60%

Screening time saved

By auto-evaluating every CV against role requirements and surfacing the top matches.

Illustrative workflow target. Actual results depend on process volume, data quality, and system access.

Madency solution

How the agent works

The Candidate Screening Agent ingests every CV from your ATS, evaluates each one against the role requirements you defined, scores fit, and produces a ranked shortlist with one-paragraph summaries.

01Step

CV ingestion

Pulls new applications from your ATS on submission.

02Step

Requirement match

Compares experience, skills, and seniority against the role brief.

03Step

Fit scoring

Produces a numerical fit score with explainable reasoning.

04Step

Summary generation

Drafts a one-paragraph candidate summary highlighting strengths and gaps.

05Step

Shortlist output

Updates the ATS with score, summary, and tag — ready for recruiter review.

Ready to deploy AI agents?

Tell us about your workflow and we'll recommend the right agents, scope the build, and quote a fixed price.

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