User Story: Hiring Managers & Recruiters Pipeline Screening

How corporate hiring teams use job posting criteria weighting, bulk candidate resume batch upload, match scoring, and pipeline stage management.

Updated Aug 8, 20261 min readUser Stories & Use Cases

User Story: Hiring Managers & Recruiters Pipeline Screening

Recruiters and hiring managers use ATS Friendly AI to accelerate candidate screening, score applicants against criteria, and manage recruitment funnels.

📷 [RECOMMENDED SCREENSHOT]: Recruiter Candidate Pipeline Kanban & Batch Scoring Table — Capture recruiter pipeline dashboard with candidate match scores, stage cards, and team review comments.

Recruiter Workflow

  1. 1. Set Up Employer Workspace: Configure team account via Company Dashboard.

  2. 2. Post Jobs with Scoring Weights: Define role requirements, technical stack, and target criteria weightings.

  3. 3. Run Candidate Batch Matching: Upload batches of incoming candidate CVs to receive instant match scores and gap analysis.

  4. 4. Team Collaboration & Audit Logs: Add internal team notes, update pipeline stages, and review candidate rankings together.