Specialist Interviewers Were Being Pulled Into First Rounds
KPMG needed to assess candidates across five practice areas, but senior consultants, risk leads and technical specialists were also needed for later-stage evaluation and client-facing work.
Heavy First-Round Interview Involvement
Specialist interviewers were participating in preliminary interviews that required preparation, live interviewing and feedback.
Different Practice Criteria
Consulting, risk and technology roles required different technical, analytical and situational expectations.
Limited Specialist Availability
The same specialists needed for candidate evaluation were also responsible for delivery and other business priorities.
Inconsistent Early Assessment
Multiple practice teams needed a common first-stage process without losing the criteria specific to each role.
Live Scheduling Dependency
First-round interviews depended on coordinating candidates with specialist interviewer calendars.
Role-Specific AI Interviews Before Live Rounds
KPMG used VProPle AI Interviews for structured technical and situational assessment before candidates reached live specialist interviews.
Role-Specific Assessment Logic
VProPle configured the interview framework around the requirements of each KPMG practice area.
Technical and Situational Questions
Candidates responded to role-relevant knowledge, analytical, technical and scenario-based questions.
On-Demand Completion
Candidates completed the first round without waiting for a live specialist interviewer or panel slot.
Automated Evaluation and Review
AI evaluated candidate responses against configured criteria and produced structured outputs for hiring-team review.
Handover to Live Stages
Candidates who progressed could move to KPMG's later interview stages, where live specialists remained responsible for further evaluation.
One AI Interview Model Across Five Practice Areas
The assessment framework supported different first-round requirements while keeping the delivery model consistent.
Consulting
Analytical thinking, structured problem-solving, business judgment and role-relevant technical understanding.
Risk
Risk reasoning, control awareness, scenario analysis and professional judgment.
Technology
Technical knowledge, implementation understanding, problem-solving and role-specific technical scenarios.
Practice-Specific Criteria
Each practice area retained its own evaluation requirements within the configured AI Interview framework.
Structured First-Round Evidence
Hiring teams received consistent outputs for review before deciding which candidates should progress to live interviews.
Specialist Expertise Was Reserved for Later-Stage Evaluation
The engagement moved the first round away from a fully live specialist-interviewer model while preserving role-specific assessment criteria.
Fewer Live First-Round Interviews
AI Interviews handled the initial assessment, reducing the number of live first-round interviews required from specialist interviewers.
Lower Interviewer Load
KPMG reported a 47% reduction in first-round interviewer load. The client defines interviewer load as live first-round interview activity, including associated preparation and feedback effort.
Role Logic Preserved
Each practice area retained its own technical, analytical and situational requirements.
More Flexible Candidate Access
Candidates could complete the first round on demand instead of waiting for a specialist interviewer's calendar.
Live Specialists Focused on Later Rounds
Specialist interviewers remained involved where deeper evaluation was needed, rather than spending the same level of time on every preliminary interview.
First-Round Assessment With Less Specialist Interviewer Involvement
KPMG used AI Interviews to create a role-specific first round across five practice areas.
47% Lower First-Round Interviewer Load
KPMG reported a 47% reduction in first-round interviewer load after moving the initial assessment to AI Interviews.
100+ Candidate Evaluations
More than 100 candidates completed role-specific AI Interview evaluations.
Five Practice Areas Covered
The model supported first-round assessment across consulting, risk and technology practices.
Specialist Time Reserved for Later Stages
Live specialists could focus their interview time on candidates progressing to later evaluation stages.
On-Demand First-Round Access
Candidates completed the initial assessment without requiring a live first-round panel slot.
Case Study Evidence
| Measure | Result | Context |
|---|---|---|
| Candidate evaluations | 100+ | Completed through VProPle AI Interviews |
| Practice areas | 5 | Consulting, risk and technology |
| First-round interviewer load | 47% lower | Client-reported operational impact |
| Interviewer load definition | Live first-round interviews and associated preparation and feedback | Typically about one hour per first-round interview |
| First-round model | Role-specific AI Interviews | Candidates completed the initial assessment on demand |
Evidence note: The 47% figure is a client-approved operational impact measure. Interviewer load refers to live first-round interview activity, including preparation and feedback. AI Interviews handled the first round, while live specialists remained involved in later-stage interviews. KPMG retained responsibility for later interview stages and decisions.
KEY TAKEAWAY
KPMG needed specialist interviewers focused on later-stage evaluation rather than every preliminary interview. VProPle AI Interviews assessed 100+ candidates across five practice areas, reducing reported first-round interviewer load by 47% while preserving role-specific assessment criteria.
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