For large CV batches, AI can normalize experience, skills, languages and employment periods into a comparable structure.

Criteria should map directly to job requirements and avoid inferences from sensitive attributes. The system should cite CV evidence rather than invent subjective candidate scores.

A shortlist is only decision support. Recruiters and hiring managers still review the applications and remain responsible for hiring decisions.