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AI / Recruitment / SaaS / AutomationLive Product

AI Interview System

AI-powered recruitment from job posting to candidate evaluation.

A recruitment platform that uses AI to generate job descriptions, analyze candidate CVs, match candidates against job requirements and conduct first-round video interviews through an AI agent.

AIRecruitmentSaaSAutomation
app.azimbaig.dev/ai-interview-system
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AI Interview System - Recruitment Command Center
01 · Recruitment Command Center

Centralized overview of active job requisitions, candidate pipeline volume, and upcoming AI video interviews.

01 · The Problem

Operational Inefficiencies & Friction

Traditional recruitment workflows require hiring teams to spend hundreds of manual hours drafting role specs, parsing inconsistent CV formats, coordinating phone screens, and conducting repetitive first-round interviews. This leads to extended time-to-hire and subjective early screening.

02 · The Solution

What Was Architected & Built

An automated recruitment intelligence platform that manages candidate progression from inception to interview. The system generates job descriptions, accepts applications via public shareable links, runs deep CV semantic matching against company-defined thresholds, and conducts automated first-round video interviews via an interactive conversational AI agent.

03 · How It Works

System Workflow & Operational Flow

A step-by-step progression mapping user actions, automated processing, and system state transitions.

01Company creates a job requisition
02AI generates comprehensive job description
03Company reviews & edits job description
04Company publishes public job URL
05Job URL shared across LinkedIn, social media & job boards
06Candidate applies via public URL
07Candidate submits CV & application details
08AI parses & semantically analyzes CV
09AI matches CV against job requirements
10Candidate receives algorithmic match score
11Company-defined screening threshold determines eligibility
12Qualified candidate proceeds to AI video interview
13AI agent conducts live structured video interview
14AI evaluates candidate performance & generates assessment
15Company advances top candidates to final interview stage
04 · Product Experience

Application Screens & User Journeys

Explore the actual user experience, interface flows, and operational modules built into AI Interview System.

Screen 01 · Recruitment Command Center
Production UI View
Recruitment Command Center
View 01·Recruitment Command Center

Centralized overview of active job requisitions, candidate pipeline volume, and upcoming AI video interviews.

Screen 02 · Role Specification Setup
Production UI View
Role Specification Setup
View 02·Role Specification Setup

Hiring parameters configuration allowing managers to set seniority, department, core competencies, and custom evaluation criteria.

Screen 03 · AI Job Description Generator
Production UI View
AI Job Description Generator
View 03·AI Job Description Generator

Real-time AI-assisted job description drafting with instant tone adjustment, requirement editing, and one-click publishing.

Screen 04 · Candidate Screening & CV Match Score
Production UI View
Candidate Screening & CV Match Score
View 04·Candidate Screening & CV Match Score

Automated CV semantic parsing displaying candidate compatibility scores against company-configured threshold benchmarks.

Screen 05 · Conversational AI Video Interview
Production UI View
Conversational AI Video Interview
View 05·Conversational AI Video Interview

Interactive first-round video session where the autonomous AI agent poses dynamic, context-aware situational interview questions.

Screen 06 · Candidate Assessment & Scoring Report
Production UI View
Candidate Assessment & Scoring Report
View 06·Candidate Assessment & Scoring Report

Objective evaluation breakdown summarizing candidate competency, technical depth, communication clarity, and hiring recommendation.

05 · Key Capabilities

Engineered Features & Capabilities

Confirmed functionality delivered as part of the core software system.

AI-generated job descriptions
Editable job descriptions
Public job application URLs
Candidate applications
CV analysis
CV-to-job matching
Configurable screening threshold
AI video interviews
AI candidate evaluation
Recruitment workflow
06 · Engineering Role

My Contribution & Ownership

Architected and developed the full platform workflow: designed the structured requisition generation engine, engineered the resume semantic parsing and matching service with configurable threshold logic, and built the interactive AI video interview agent flow.

07 · Technology Stack

Technologies & Architecture

Next.jsReactTypeScriptPythonLLM APIsWebRTCTailwindCSSPostgreSQL

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