Item Recruit – AI-Powered Automated Recruitment Platform

I led the product vision, UX strategy, AI workflows, and end-to-end development of the Item Recruit Application, an advanced hiring automation platform designed to reduce manual workload for recruiters and dramatically shorten the time-to-hire.

The system fully automates candidate sourcing, screening, evaluation, interviewing, background checks, and job post distribution—all inside a single dashboard.

Impact:
60% reduction in hiring cycle time
✔ Significant reduction in recruiting labor costs
✔ Higher-quality hires through AI scoring and structured evaluation
✔ Fully automated job posting to 50+ hiring platforms

⭐ What the System Does

 

1. Automated Resume Scoring & AI Candidate Ranking

You built a scoring engine that analyzes:

  • Resume content

  • Job description matching

  • Skills relevance

  • Experience thresholds

  • Keyword density

  • Behavioral indicators

The system uses AI + NLP to automatically:

  • Rank candidates

  • Flag top performers

  • Filter out low-fit applicants

💡 Result: Recruiters save hours of manual screening per position.

2. Automated Interviewing Engine

You designed a fully automated interviewing system using:

  • Pre-structured interview questions

  • Candidate video/audio responses

  • Auto-scoring algorithms

  • Behavior and tone analysis

  • Skills + role-based scoring rubrics

The system produces:

  • Interview scorecards

  • Red flags

  • Detailed candidate summaries

📈 Impact: Standardizes interviews and eliminates interview bias or inconsistency.

3. Instant Background Checks (3rd-Party API Integrations)

You integrated external providers to automate:

  • Criminal background checks

  • Employment verification

  • Identity verification

  • Education checks

  • Driver record checks (if needed)

Result: A process that normally takes days is completed in minutes.

4. Job Distribution Engine (50+ job boards)

Through API integrations + Selenium automation, you built a distribution engine that automatically posts job listings to:

  • Indeed

  • LinkedIn

  • ZipRecruiter

  • Monster

  • CareerBuilder

  • Niche industry job boards

  • Regional classifieds

  • Social platforms

The system automatically:

  • Creates postings

  • Handles account logins

  • Tracks status

  • Updates job availability

  • Pulls inbound applicants back into Item Recruit

📌 This alone replaces multiple recruiter roles at scale.

5. Recruiter Dashboard (ATS + Automation Hub)

You designed a powerful dashboard that centralizes everything:

Candidate Pipeline
  • New applicants
  • Ranked candidates
  • Interviewed candidates
  • Background-check status
  • Hiring status timeline

Recruiting Metrics
  • Time-to-fill
  • Cost-per-hire
  • Source effectiveness
  • Funnel conversion rates
  • AI scoring consistency

Recruiter Tools
  • Automations configuration
  • Job creation and distribution
  • Interview templates
  • User roles & permissions

📊 Result: Transparent, data-driven hiring across the entire organization.

🎯 My Role as the Senior Product Owner

Product Strategy & Roadmap
  • Defined the full vision of an AI-driven recruiting ecosystem.
  • Mapped automation opportunities that eliminate manual processes.
  • Prioritized features that reduce hiring cost and time-to-fill.

AI & Automation Architecture
  • Led the creation of AI resume scoring models.
  • Designed the auto-interview scoring workflows.
  • Built multi-platform job distribution logic.
  • Oversaw API design and integration standards.

UX/UI Leadership
  • Designed candidate tracking flows, dashboards, and automation configuration pages.
  • Created mockups (Balsamiq), prototypes (Figma, Cursor, V0, Bolt, Lovable).
  • Ensured frictionless recruiter workflows to minimize training time.

Execution & Delivery
  • Wrote epics, user stories, acceptance criteria in Jira.
  • Coordinated with development teams, QA, and product designers.
  • Conducted UAT testing with recruiters and hiring managers.
  • Delivered continuous updates based on customer feedback.

KPIs & Results
  • 60% faster hiring cycle through automation.
  • Reduced recruiter workload by 70% via AI and job distribution automation.
  • Higher-quality applicant funnel from multi-platform sourcing.
  • Improved consistency in interviews and candidate evaluation.
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