Learn how to handle fraud indicators in interviews with a neutral, respectful approach that protects your hiring process and candidate experience.

Abhishek Kaushik
Dec 1, 2025
TL;DR
When fraud signals appear in an interview, the worst mistake is confronting the candidate directly or accusing them.
It instantly escalates the situation and creates:
Bias risk
Emotional conflict
Compliance exposure
Reputation damage
The goal is not to prove guilt.
The goal is to verify alignment between the interview performance and the candidate’s true skill level.
This guide gives you neutral scripts to use immediately.

Why This Conversation Must Be Neutral
Fraud signals can be caused by:
Coaching
Over-preparation
Real AI scripting
Proxy interviewing
Or simply interview anxiety
Saying the wrong thing can:
Create claims of discriminatory treatment
Damage employer brand
Pressure interviewers into silence
Result in hiring misjudgments
So the language must be:
Descriptive, not emotional
Behavioral, not interpretive
Standardized, not personal

The Core Framing Sentence
This is the anchor you use every time:
Our goal is to ensure that the interview reflects your own reasoning and experience so that any hiring decision is accurate and fair to you and to the team.
This shifts the frame from:
Policing
To
Protecting fairness
When Fraud Signals Appear During the Interview
Use the Pause + Clarify Script:
Let’s slow down for a moment.
I want to make sure we are assessing your own thinking.
Can you walk me through how you personally arrived at that step, including the tradeoffs you considered?
This:
Brings the answer back to authenticity
Removes reliance on rehearsed or AI-generated responses
Read more: Candidate Fraud in Hiring: How to Spot It and How Sherlock Helps?
If the Candidate Continues With Memorized or Scripted Responses
Use:
Thank you. To ensure we are understanding your personal decision-making, could you describe a specific example where you applied this approach and what changed your direction?
This tests:
Memory
Ownership
Adaptability
AI cannot do this consistently.
Real experience can.
When Fraud Signals Are Clear After the Interview
Do not send this in rejection email.
Do not accuse the candidate.
Instead, schedule a verification call.
Email Template
This is:
Neutral
Non-accusatory
Process-based
Audit-safe
The Verification Call Script (Use Word for Word)
Then ask:
Timeline recall
Tradeoff explanation
Adaptation reasoning
If they can answer, proceed in the process.
If they cannot, proceed with non-fit decision.
No accusations.
No moral tone.
Just signal.
The Rejection Script (If Needed)
Use:
Avoid:
“We believe you misrepresented your work”
“We think you cheated”
“We suspect AI involvement”
These create unnecessary conflict and legal risk.
For Hiring Managers: How to Explain the Decision Internally
This protects:
Team trust
Process consistency
Manager credibility
Conclusion
Handling fraud signals well is:
A skill
A communication discipline
A cultural tone marker
The goal is not accusation.
The goal is decision integrity.
By using neutral, repeatable language:
You protect fairness
You preserve candidate dignity
You maintain audit safety
You prevent escalation
You avoid bias drift
Fraud handling is a quality control process, not a confrontation.



