A Fitment Report is the comprehensive output of CVPRO's AI evaluation engine — a detailed document that quantifies how well a candidate matches a specific job requirement across 42 distinct data points. It serves as an objective, data-driven supplement to human recruiter judgment.
The Fitment Report evaluates candidates across multiple categories: technical skill match (proficiency in required technologies, frameworks, and tools), experience relevance (years and depth in similar roles and industries), career trajectory analysis (growth pattern, stability indicators, progression velocity), education and certification alignment, and soft skill indicators derived from career patterns and communication samples.
Each data point is scored individually and weighted according to role priorities configured by the recruiter or agency. The report produces an overall fitment score (0-100), category-level breakdowns, identified skill gaps, risk indicators (such as frequent job changes or career direction mismatches), and recommended interview focus areas.
For enterprise clients, Fitment Reports provide the standardized, auditable evaluation documentation required for vendor compliance. For agencies, they serve as a powerful differentiator in client submissions — demonstrating a data-driven approach to candidate selection that builds trust and justifies placement fees. CVPRO's Fitment Reports are DPDPA-compliant, with clear data provenance and candidate consent tracking.