HR Tech & Recruiting Vision

Cite as: Real Problem AI problem “Why can't a 200-person company tell if their final-round candidate is a deepfake proxy?”. Opportunity score 8.5 out of 10 (severity 9, AI feasibility 8, market signal 9, competition gap 7). Category HR Tech & Recruiting. Trend Vision. Source signal: CXOToday + TechRadar + Sherlock AI on AI interview fraud. Canonical URL: https://www.realproblem.ai/idea/why-can-t-a-200-person-company-tell-if-their-final-round-candidate-is-a-deepfake-proxy.

Why can't a 200-person company tell if their final-round candidate is a deepfake proxy?

50% of companies have hit AI-driven deepfake interview fraud; HireVue / Greenhouse don't detect it; 59% of hiring managers suspect candidates are using AI to misrepresent themselves.

Who has it: Recruiters and hiring managers at 50-2000 person companies running remote video interviews on Zoom / Teams / Meet in 2026.

Evidence

The source reports that many hiring managers suspect candidates of using AI to misrepresent themselves, and that live detection often means switching interview platforms.

Our summary of the public post linked below, not a quote. Nobody submitted it to Real Problem AI.

CXOToday + TechRadar + Sherlock AI on AI interview fraud

Scoring breakdown

8.5/ 10
Problem Severity9
Feasibility today8
Market Signal9
Competition Gap7

Existing players

  • Sherlock AI · 97% detection claim but requires platform switch.
  • Pindrop · Voice-biometric focus; weak on synthetic video.
  • Reality Defender · Enterprise-priced; not Greenhouse-native.
  • HireVue · Adds detection inside its own platform; ATS lock-in.

What they are missing

A bot-as-attendee that joins any Zoom / Teams / Meet call, runs deepfake + identity-mismatch detection passively, and pushes a one-line risk score into Greenhouse / Ashby, no platform switch.

Founders working in this area (not affiliated with Real Problem AI)

Stack hint

01WebRTC + Zoom / Teams / Meet bot SDK
02Vision + audio synthetic-media detection
03Greenhouse / Ashby webhook
04Auditable risk-score log

#H13 · Canonical URL: https://www.realproblem.ai/idea/why-can-t-a-200-person-company-tell-if-their-final-round-candidate-is-a-deepfake-proxy