Enterprise Case Study

Standardizing Technical Screening for an Enterprise Team

A hiring team used structured rubrics, proctored interviews, and evidence-backed scorecards to compare technical candidates consistently across roles and interviewers.

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Context

The team hired across multiple engineering groups. Interview quality varied by interviewer availability, role urgency, and how deeply each hiring manager documented feedback.

Challenge

  • Candidates for similar roles were sometimes asked very different first-round questions.
  • Hiring managers had limited evidence when comparing candidates who passed recruiter screens.
  • The talent team needed a clearer audit trail for AI-assisted hiring workflows.

Solution

  • Expert Hire created structured interview plans for role families and seniority levels.
  • Candidates completed proctored technical interviews with consistent prompts, code evidence, and communication scoring.
  • Hiring managers reviewed scorecards that separated technical signal, communication, risk areas, and recommended follow-ups.

Rollout timeline

1

Defined score rubrics with recruiting and engineering leaders.

2

Piloted structured screens on one engineering role family.

3

Compared pass-through rates with historical first-round outcomes.

4

Expanded to adjacent roles after reviewer calibration.

Team observation
"The value was consistency. Managers could still disagree, but they were finally looking at the same evidence."

What this means

Enterprise teams need repeatable evaluation, human control, and documentation. Structured AI interviews are strongest when they improve reviewer consistency.

Achieve similar results for your team

Book a personalized demo to see how Expert Hire can optimize your hiring workflow.