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Case study / Product concepts

Recruitment Screening Agent

Score candidates against a scorecard with transparent reasons

Period
Product concept

Role
Product direction and workflow design

Type
Independent product concept

Portfolio product concept. This page presents an independent product direction. The proposed workflows and visuals are illustrative and do not claim a shipped product or real customer deployment.

Product preview

Illustrative concept screens · Select any image to zoom

4 screens

Product overview: illustrative concept screen

01 / Overview

A hiring concept that parses CVs, compares them against a job scorecard, schedules qualified applicants, and gives recruiters a shortlist with the reasoning visible. Humans make every decision.

02 / Challenge

Screening is slow, and opaque automated scoring is risky. Reasons must be visible and decisions human.

  • /CV review is repetitive.
  • /Scheduling takes many messages.
  • /Scoring reasons are rarely recorded.

03 / Proposed capabilities

  • 01Parse CVs into structured profiles
  • 02Score against an editable rubric
  • 03Show reasons for each score
  • 04Propose interview slots
  • 05Keep a recruiter-reviewed shortlist

Potential technologies

Next.jsTypeScriptPostgreSQLDocument parsingCalendar API

Possible implementation

Proposed implementationNext.js, TypeScript, PostgreSQL, Document parsing, Calendar API

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