AI-Driven Resume and JD Matching System for an IT Services Company
An IT consulting firm engaged Gen AI CM to modernize its recruitment engine. The solution matched resumes to job descriptions using LLM embeddings and generated evaluator briefs with candidate summaries and risk flags.
Technology / Tools / Frameworks Used:
- Vertex AI Embeddings, OpenAI GPT-4
- Resume parser via PDFMiner + spaCy NLP stack
- Integrated with Lever and Greenhouse via REST connectors
- Authentication and HRMS linkage via Okta and Workday APIs
- Admin dashboard built using React + FastAPI
Client Value Delivered:
- Shortlisted candidates with 92% accuracy against panel decisions
- Reduced screening time by 58%
- Increased recruiter bandwidth by 40%+
- Established scalable hiring automation across 3 geographies
