HireFlowEvidence matrix
21NC

Evidence matrix

Every candidate against every requirement

One grid, no scores. Each cell is a verdict backed by located evidence or a flagged gap — filter it, click any cell for the reasoning, and watch it update live as the AI verifies requirements in interviews.

10 of 10 requirements × 5 candidates

Requirement

AVAman1/6 must-haveNKNeha4/6 must-havePSPriya5/6 must-haveRDRahul5/6 must-haveVRVikram0/6 must-have
REQ-01

Has at least 5 years of professional backend development experience

REQ-02

Demonstrates strong Java skills

REQ-03

Has production experience with Spring Boot

REQ-04

Can design and build REST APIs

REQ-05

Has PostgreSQL experience, including schema design and query optimisation

REQ-06

Has Docker experience

REQ-07nice

Has used Kubernetes in production

REQ-08nice

Has AWS experience

REQ-09nice

Has experience with Kafka or another event-streaming platform

REQ-10nice

Can build and maintain CI/CD pipelines

Legend

MetPartially metUnverifiedNo evidence foundlive — updates as the AI verifies requirements in interviews

This is deliberately not a leaderboard of match percentages. A single score hides the one thing a hiring team needs — which specific requirements are evidenced, which are only claimed, and which are missing. The matrix keeps all of it visible and traceable.