Document intelligence

CV Screening and Candidate Ranking at Scale

Name: Recruitment Assistant
Brand: MII Microsoft

AI-assisted recruitment and CV screening at scale with objective candidate ranking.

Business value

Hiring teams can focus interviews on stronger candidates, shorten screening cycles, compare applicants more consistently, and reduce repetitive administrative review.

Recruiters manually screen large volumes of CVs, compare inconsistent formats, and translate role requirements into scoring criteria by hand, which slows hiring and creates review inconsistency across applicants. Recruitment Assistant is an MII-built capability pattern that reads CV files, extracts education, experience, skills, and role signals, compares them with job requirements, and produces ranked shortlists with consistent reasoning for recruiter review. Structured candidate profiles are generated with clearer reasoning and a fraction of the manual screening effort, so hiring teams can focus interviews on stronger candidates and shorten screening cycles.

Where it helps

Extracting structured candidate profiles from CV documents
Ranking applicants against role requirements objectively
Comparing candidates with consistent evaluation criteria

What the pattern does

CV parsing and structured candidate profile extraction
Role-fit ranking against job requirements
Per-candidate scoring rationale for recruitment review

The challenge

Recruiters manually screen large volumes of CVs, compare inconsistent formats, and translate role requirements into scoring criteria by hand. This slows hiring, creates review inconsistency, and makes it harder to explain why candidates were shortlisted.

What was built

AI Recruitment reads CV files, extracts education, experience, skills, and role signals, compares them with job requirements, and produces ranked shortlists with consistent reasoning for recruiter review.

What changed

Structured candidate profiles, role-fit comparisons, and ranked shortlists are produced with clearer reasoning and a fraction of the manual screening effort.

Why it matters