Project Case Study
Projects
Evidence-Grounded Candidate CopilotPrototype
AI Recruiter Assistant
An evidence-grounded recruiting copilot that evaluates candidate fit, verifies résumé claims against source material, and maps strengths to job requirements with transparent coverage scores.
Overview
An evidence-grounded recruiting copilot that evaluates candidate fit, verifies résumé claims against source material, and maps strengths to job requirements with transparent coverage scores.
Problem
Recruiting summaries can sound confident while obscuring which claims are actually supported by candidate evidence.
Architecture
An architecture diagram is not included because implementation details are not documented in the portfolio data.
What I Built
- Grounded recruiting summaries in résumé, GitHub, and LinkedIn evidence
- Built claim verification and job-fit coverage across six competency areas
- Added 100+ evaluation questions and six CI checks for consistent analysis
Technical Challenges
Recruiting summaries can sound confident while obscuring which claims are actually supported by candidate evidence.
Stack
Next.jsPythonFastAPIPostgreSQLOpenAI API
Validation / Testing
- Project-specific validation details are not documented in the portfolio data.
Current Status
Prototype
Prototype