NeuroHire Beacon – AI Recruitment System with Dedicated Evaluation Device

A NeuroHire Beacon — AI Recruitment System with Dedicated Evaluation is disclosed. The System integrates: a role intelligence engine constructing Role Competency Profiles (RCP) across six competency dimensions from job descriptions, benchmark data, and a Hiring Manager Alignment Interview module; a multi-channel candidate sourcing engine with pipeline diversity analytics; an LLM-powered resume deep analysis engine computing career trajectory, skills verification, and semantic RCP alignment scores; a neuro-cognitive and psychometric dedicated evaluation module implementing computerized adaptive testing (CAT) of cognitive aptitude battery, Big Five personality, situational judgement tests, emotional intelligence assessment, and motivational alignment profiler — calibrated specifically to each role's RCP; a real-time AI interviewer intelligence system providing speech transcription, STAR response completeness analysis, behavioural competency evidence extraction, and interviewer probe question generation; a counterfactual fairness audit engine applying adverse impact monitoring and post-hoc algorithmic fairness corrections; a predictive job performance model trained on 200,000+ longitudinal hire-outcome records; a team composition optimization module computing marginal candidate capability contribution; a retention risk prediction model estimating 24-month voluntary turnover probability; an automated reference intelligence and credential verification module with response authenticity detection; a Candidate Evaluation Matrix with per-candidate Evaluation Narrative Reports and comparative radar chart visualization; and a continuous predictive validity monitoring dashboard with federated learning capability. The System constitutes the first end-to-end AI recruitment platform providing role-calibrated dedicated evaluation, counterfactual fairness governance, and evidence-based predictive hiring with continuous outcome-driven model improvement.