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A candidate can pass check-in and still hand off the keyboard at minute forty. Most proctoring stacks were built to catch content cheating, not Identity Drift, mid-session.
This isn't a pitch to replace your current vendor it's a narrower question, worth asking alongside whatever you're running today, the same one ANAB-accredited programs and state licensing boards are already being asked to answer.
A candidate can pass check-in and still hand off the keyboard at minute forty. Most proctoring stacks were built to catch content cheating, not Identity Drift, mid-session.
This isn't a pitch to replace your current vendor it's a narrower question, worth asking alongside whatever you're running today, the same one ANAB-accredited programs and state licensing boards are already being asked to answer.
It's Alvy, the identity and behavior layer already running inside live exams today, turned into a single continuous read that closes the Identity Drift gap: is this still the same person. What's new is putting all of it under one continuous score instead of a pass/fail check-in gate.
Built the way disputable evidence has to work under US biometric-privacy scrutiny: every flag is disputable by a human, not a model, on a 7-day resolution window, with a full audit trail and no protected-class signals design principles already audited quarterly across Talview's platform, not a new promise made for this page.
3D liveness + anti-spoof
deepfake detection
voice biometric continuity
behavioral biometrics
device/network cluster
VPN / geo-mismatch
| STAGE | CHECK-IN-ONLY (TODAY) | CONTINUOUS IDENTITY-CONFIDENCE |
|---|---|---|
| Registration / Check-in | One-time ID match | Same, plus liveness baseline set |
| Exam Session | No re-check until flagged | Ongoing voice continuity, device/network cluster, environment scan |
| Post-Exam Review | Reviewer works from a flag, cold | Composite score + per-signal evidence + flagged-item detail card |
Illustrative example: a flagged-item detail card, not a live screen
That's day-one identity. Identity Drift is what happens after that check a one-time gate doesn't catch a mid-session handoff.
This isn't proctoring. It's the identity question specifically, and it sits alongside whatever you're running today, not instead of it.
The detection signal liveness, deepfake detection, voice biometric continuity, device and network clustering — is already running inside Alvy today. The composite scoring and reporting layer is what we're validating with a small number of programs first.