Recruitment Screener

A company hiring for 30+ open roles receives 200-500 applications per position. Recruiters spend 6-8 minutes per resume on initial screening — a single role consumes 20-50 hours before a single interview is scheduled. Most ATS systems filter on keyword matches, missing qualified candidates who describe skills differently and passing unqualified candidates who keyword-stuff.

Eightfold AI demonstrated skills-based matching that surfaces "hidden gem" candidates by analyzing trajectories and transferable skills. Paradox's Olivia handles conversational screening at scale — Workday acquired Paradox in October 2025 for this capability. HireVue processes data from over 70 million interviews using fine-tuned language models. As of 2025, 41% of recruiters used AI daily for sourcing and screening.

The challenge: most implementations are bolt-on tools that do not integrate with existing ATS workflows or provide explainable ranking decisions.

This agent ingests job descriptions and builds structured role requirement profiles: required skills, preferred skills, experience level, and role-specific competencies. When applications arrive in your ATS, it parses resumes and extracts candidate skills profiles using semantic mapping — recognizing "React development" and "building UIs with React.js" as the same competency.

Each candidate is scored with a transparent breakdown: requirements met, partially met, and gaps. Scoring accounts for transferable skills and career trajectory — a candidate with 3 years of Vue.js and strong component architecture may score well for a React role despite the framework mismatch.

Top-ranked candidates receive automated phone screens via conversational AI. Role-specific questions, transcription, and summary generation. Hiring managers receive ranked shortlists with skills match scores, screening summaries, and recommended interview focus areas.