HR TechnologyLLM PIPELINElive2023

PolyCareers

AI-powered recruitment platform connecting employers with qualified candidates through intelligent job matching, resume analysis, and automated screening workflows.

PolyCareers is an AI-native recruitment platform that replaces generic job boards with intelligent matching infrastructure. Employers post roles with structured requirement profiles; an OpenAI-powered pipeline parses incoming resumes, scores candidates semantically against role requirements, and surfaces a ranked shortlist—complete with AI-generated match rationales—before a human recruiter ever opens a single CV.

Recruiters at fast-growing companies are buried under hundreds of applications per role, most of which are keyword-stuffed and genuinely unqualified. Applicants spend hours tailoring resumes with no feedback loop. Both sides waste enormous time on a process where the signal-to-noise ratio is catastrophically low.

LLM Resume Parsing & Scoring

GPT-4 extracts structured competency profiles from free-text resumes, then scores each candidate against the employer's requirement vector using semantic similarity and gap analysis.

Automated Screening Workflow

A Django-based pipeline orchestrates resume ingestion, AI scoring, asynchronous email outreach to top candidates, and calendar booking for interviews—all without manual recruiter touchpoints.

  1. 01.

    Parses and semantically scores resumes against job requirements using GPT-4, surfacing ranked candidate shortlists in minutes.

  2. 02.

    Provides applicants with AI-generated resume gap analysis and improvement suggestions to increase their match score.

  3. 03.

    Automates outreach, screening questionnaires, and interview scheduling for shortlisted candidates end-to-end.

60%

Faster Time-to-Hire

Versus manual screening and shortlisting processes.

1,000+

Applications/Day

Processed automatically without manual recruiter review.

4.7/5

Employer Satisfaction

Average rating for shortlist quality from hiring managers.

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