Output example: Match profile
Skills alignment, constraints fit, strengths, gaps, notes.
AI Matching Engine
Structured matching workflow with clear checkpoints from ingestion to shortlist package.
Workflow
Input ingestion
CVs and role specs.
Field extraction
Profile and requirement entities.
Signal mapping
Skills and context normalization.
Constraint check
Hard filters validated early.
Fit scoring
Multi-axis ranking generated.
Delivery
Explainable shortlist output.
Output example: Ranked shortlist
Candidate order with rationale fields and reviewer comments.