Document AI for CV screening

An AI pipeline that reads CVs, extracts qualifications and shortlists candidates for hospital roles.

  • Healthcare
  • Document AI
  • HR
Document AI for CV screening
80%less time screening CVs
Same dayshortlists instead of weeks
100%human-reviewed final decisions

The challenge

The HR team received thousands of CVs in different formats for nursing and technical roles. Screening them by hand took weeks, and good candidates were sometimes missed.

Our solution

  • Built a document AI pipeline that reads PDF and Word CVs, including scanned ones.
  • Extracted structured data (qualifications, licenses, experience) and matched it against each job's requirements.
  • Generated a ranked shortlist with a short explanation for every candidate, so HR stays in control.
  • Integrated with the existing email inbox and HR spreadsheet, so no new tools were needed.

Key features

  • PDF, Word & scanned CV support
  • Requirement matching
  • Explained rankings
  • Email + sheet integration

Tech stack

  • Claude API
  • Python
  • OCR
  • FastAPI
  • Google Sheets API

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