The test started before you sat down.

The receptionist who greeted you. The small talk in the elevator. “Coffee or water?” None of it is off the record, you’re being read from the door to the handshake. The ones who get the offer are on the whole time. So we train all of it.

Interviewers

tracking live

Open, hands expressive

Open stance, even gestures. Her gaze drifts off-camera, worth holding the room more.

One-on-one

tracking live

Hand drifting to face

A hand drifting to the face under a hard question, and eyes down, pulls attention off the answer.

Final round

tracking live

Hands clenched, closed

Upright, but hands clenched and closed at the chin. Closed, restless hands pull focus before a word is said.

Video call

tracking live

Open, gesturing

On a video call the lens sits closer, so every gesture reads bigger. Open, even hands hold the frame, restless ones take it over.

Real MediaPipe output on real interview scenarios, scored on-device. Different people, different rooms, the same read.