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.
2026
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.
Solution
Built retrieval signals across résumé, GitHub, and LinkedIn sources, then grounded evaluations and job-fit coverage in verifiable claims.
Biggest challenge
Recruiting summaries can sound confident while obscuring which claims are actually supported by candidate evidence.
Results and impact
- 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
Metric context: Prototype evaluation library with 100+ questions and six automated quality checks.
Reflection
Produced transparent candidate analyses backed by 100+ evaluation questions and six automated quality checks.