Safe hiring

Risk assessment

Automated checks across collection, scoring and results that flag candidates trying to game the system.

Risk analysis across every signal

Flags on every result

Each result shows what was detected, how often and for how long, and how much it changed the score. A recruiter can remove a flag they judge harmless.

  • Adjusted score next to the AI score
  • Count and duration for every flag
  • Remove a flag; overrides are kept to improve detection

Video analysis

Video analysis spots reading from screen, multiple faces and identity drift.

  • Eye-movement reading detection
  • Multiple-face detection
  • Biometric face match against KYC

Audio analysis

Audio analysis catches second voices, AI-generated speech and voice mismatch.

  • Multiple-voice detection
  • Biometric voice fingerprinting
  • AI voice synthesis detection

Conversational analysis

Detect tactics in the conversation flow that suggest external help or duplicate identity.

  • Stall-tactics detection
  • Asking for help
  • Multiple candidate profiles

Session analysis

Connection and device signals reveal location obfuscation and unusual sessions.

  • VPN detection
  • Tor and anonymized networks
  • Suspicious session patterns
Candidates increasingly use AI to game interviews. Enable risk assessment and suspicious conversation, audio and video signals are flagged on the result screen, with thresholds per role.

All detected risk signals

What the AI flags, with each signal linked to evidence in the session.

SignalCategoryWhat it detects
Reading from screenVideoEye-movement analysis flags reading prepared text instead of speaking naturally.
Multiple facesVideoMore than one person visible in the candidate's camera frame.
Candidate not visibleVideoThe candidate leaves the camera frame or their face cannot be seen.
Camera turned offVideoThe camera was switched off or never started during a video interview.
Face mismatchVideo / KYCThe interview face does not match the candidate verified during KYC.
Multiple voicesAudioMore than one voice detected in the candidate's microphone stream.
Voice fingerprint mismatchAudioCandidate voice does not match the enrolled biometric fingerprint.
Stall tacticsConversationCandidate stalls or asks unrelated questions to buy time during answers.
Asking for helpConversationCandidate appears to direct questions or signals to a third party in the room.
Asking for repetitionConversationThe candidate keeps asking for questions to be repeated to gain time.
Multiple profilesConversationSame person applies multiple times under different identities.
Left the interview tabSessionThe candidate switched to another tab or window. Each switch and the total time away are recorded.
VPN connectionSessionConnection routed through a VPN that may hide the candidate's true location.
Tor / anonymized networkSessionConnection routed through Tor or similar anonymizing proxies.
Read the full risk-assessment guide

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