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.