Parsing & Enrichment

Parsing & Enrichment

Turn messy resumes and job descriptions into clean, structured, enriched data ready for search, analytics, and scoring.

100+
Languages supported
OCR
PDFs & images
AI
Summaries & skills
Parsing pipelineai.r Recruit
Input
Reader
Output
Payload →
OCR & Multi-format Support

Process PDFs, images, and documents in 100+ languages with advanced OCR.

AI Summaries & Skills

Generate readable summaries and extract technical & soft skills automatically.

Optional Anonymisation

Remove PII to reduce bias while preserving relevant capability data.

What gets extracted & enriched

Comprehensive data extraction that transforms unstructured documents into actionable insights.

AI Summaries

Readable, plain-language overviews per CV for quick candidate assessment.

Skills Extraction

Technical & soft skills with normalised taxonomy and confidence scores.

Experience & Tenure

Job titles, companies, dates, and calculated tenure per role.

Education Details

Schools, qualifications, start/end dates, and degree classifications.

Seniority Signals

Automated seniority detection and average tenure for quick triage.

PII Detection

Identify and optionally redact names, contacts, photos, and addresses.

How it works

Simple 4-step process that transforms documents into structured data in seconds.

Step 1
Send
Upload file or URL via API

Upload documents through our REST API or integrate directly with your ATS.

Step 2
Parse
OCR + normalise entities

Advanced OCR extracts text and identifies key entities across multiple formats.

Step 3
Enrich
AI analysis & enhancement

Generate summaries, extract skills, calculate tenure, and detect seniority levels.

Step 4
Return
Structured JSON output

Receive clean, structured data ready for your ATS, search, or analytics systems.

0%
Accuracy on structured data
0%
Processing speed improvement
0%
Manual data entry reduction
For ATS & Product Teams
  • Direct API integration with webhooks
  • Batch processing for large volumes
  • Custom field mapping & validation
Try with sample CV
For TA & Hiring Teams
  • Workable, SuccessFactors, Greenhouse integrations
  • Configurable anonymisation policies
  • Audit trails and compliance reporting
Browse integrations

Ready to transform your candidate data?

See parsing & enrichment in action with a 25‑minute demo.

100+ languagesGDPR compliantEnterprise SLA
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