Recruiting Screen Summarizer Agent

Sample recruiting agent that summarizes applications against a role scorecard. [Editorial sample]

Overview

Illustrative hiring agent pattern: parse resumes/applications, map to a scorecard, and produce a short summary for recruiter review — not an auto-reject engine.

Capabilities

Resume/application summarization
Scorecard mapping
Interview question suggestions

Inputs

Role scorecard
Resume / application text
Must-have criteria

Outputs

Candidate summary
Scorecard gaps
Suggested screen questions

Best use cases

High-volume screening assist
Scorecard consistency

Limitations

Bias risk if criteria are poorly designed
Must not auto-reject without human policy

Privacy notes

Candidate data is sensitive. Follow hiring compliance guidance; keep humans in final decisions.