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How AI parses candidate CVs for Admin roles

Philani Chade Maswanganye · 25 April 2026 · ai · cv-parsing · ai-&-ml

AI CV parsing

When a CV is uploaded for a Admin role, QUALICORE runs three AI passes:

  1. Profile extraction — pulls structured fields (years of experience, skills, education, certifications, languages, role history).
  2. Scoring (1–10) — the structured profile is weighed against the job's requirements with the model citing CV evidence.
  3. Q&A — recruiters can ask free-form questions ("does this candidate have CCMA experience?") and get answers strictly grounded in the CV text.

If AI is unavailable, a heuristic fallback still extracts emails, phones, basic skills, and years of experience.

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