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HR / Recruiting

Score CVs against your job spec

CV & Talent Intelligence

Parse, extract, and structure CVs with a 6-stage LLM pipeline built for shortlist support. PII guardrails, schema-validated confidence scores, and human review hooks included.

Highaccuracy
processing resume_v3.pdf
processing
resume_v3.pdfNAMESarah Chen - Senior EngineerSKILLSTypeScript | React | Node | AWSEXPERIENCE8 years | 3 companiesMATCH SCORE94%6 fields extracted12 skillsSchema validated

Key Capabilities

6-Stage Extraction Pipeline

Parser -> skills -> experience -> projects -> preferences -> validator. Each module runs with deterministic configuration and few-shot prompts for consistent, reproducible extraction.

PII Guardrails

Built-in PII redaction scans every extracted field. Social security numbers, bank accounts, and personal IDs are stripped before storage.

Schema-Validated Output

Every field passes through a strict typed schema with field extraction, per-field confidence scores, and structured arrays. Port contracts enforce compatible I/O between modules.

Content-Hash Deduplication

CVs are hashed before processing. Duplicate submissions return cached results instantly - zero wasted LLM calls.

Skill Alias Normalization

"React.js", "ReactJS", and "React" all resolve to the same canonical skill via the alias expansion engine.

Batch Processing

Process CVs in batches via provider batch APIs. Automatic fallback to sequential for smaller batches.

How It Works

01

Upload CVs

PDF, DOCX, or plain text. Single or batch upload via REST API or drag-drop UI.

02

Pipeline Extracts

6 modules run sequentially with deterministic config. Each produces structured JSON with confidence scores.

03

Validate & Normalize

Three-layer validation: schema rules -> business rules (email, phone, date) -> skill alias normalization.

04

Search & Rank

Query candidates by seniority, skills, location, and salary range with fast structured search.

Technical Stack

Anthropic
Typed Schemas
Vector Search
Content-Hash Cache
Async Batch Processing
PII Guardrails

Ready to build production

Self-host in minutes with Docker, or use the cloud. Either way, you own your data and your models.

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