CV Scout /screen
Recruitment Screening Intelligence

Screen smarter.
Hire with confidence.

A 3-stage AI pipeline that ranks, reasons, and recommends candidates — so your recruitment team focuses on conversations, not spreadsheets.

Built for South African recruitment teams. NQF-aware, local qualification mapping, POPIA-conscious.
See how it works
Screening results5 candidates ranked
1
Aisha Patel
Senior Dev
90%Shortlist
2
Dylan Peters
Full Stack
87%Shortlist
3
Fatima Osman
Backend Dev
81%Review
4
Refilwe Sithole
Mid Dev
74%Review
5
Kyle Nkosi
Junior Dev
58%Upskilling
Stage 3 reasoning included · confidence scored

How it works

A 3-stage AI pipeline.

Most tools run a single keyword scan. This platform runs three increasingly deep layers of analysis — giving you a score you can explain, defend, and improve.

01

Keyword & Skills Scoring

Matches must-have skills, experience, and education against the JD. Every candidate gets a transparent, auditable breakdown.

02

Semantic CV Match

Uses language embeddings to compare the full CV against the job description — catching relevant experience even when keywords differ.

03

AI Reasoning & Signal

A large language model reads each CV and JD together, generates a hiring signal, surfaces evidence gaps, and suggests interview questions.


Hiring signals

Every candidate gets a clear verdict.

No more "maybe" piles. Each candidate receives a signal that tells your team exactly what to do next.

SHORTLISTInterview immediately — strong match across all stages.
REVIEWWorth a closer look — good fit with minor gaps to explore.
HOLDKeep on file — not right for this role, worth revisiting.
REJECTNot a fit for this position based on current requirements.
UPSKILLINGShows potential — revisit in 6–12 months after development.

Features

Everything your team needs.

Custom scoring weights

Adjust how much experience, skills, and education count per role.

Side-by-side comparison

Compare any two candidates head-to-head across all dimensions.

Outcome recording

Record interview and hiring results. The model learns over time.

Model calibration

Track how accurately signals predicted real outcomes.

Full transparency

Every score is explainable — see exactly what the AI reasoned.

Run history

Every pipeline run is saved. Return to any previous search.


South African fit

Built around South African recruitment realities.

Generic screening tools struggle with local qualification structures, CV formats, and context. This tool is designed specifically for South African recruitment workflows.

NQF-awareSA qualification mappingLocal CV formatsPOPIA-awareRecruiter workflow fitHonours & BTech support

Who it's for

Built for recruitment teams that need scale without losing control.

Recruiters

Screen high volumes of CVs faster and produce more structured shortlists.

Hiring managers

Review candidate recommendations with evidence and score breakdowns.

HR operations leads

Improve screening consistency, governance, and auditability across hiring rounds.

South African organisations

Use a screening tool designed around local qualifications, formats, and recruitment context.


Make CV screening faster, clearer, and easier to defend.

See how the tool helps recruitment teams move from manual CV review to structured, explainable shortlists.

Download product sheet