See exactly what happened in your meeting

Upload a Zoom recording, training session, or any video where people were on camera. Get a full engagement breakdown with AI coaching on exactly what to change next time.

Request a Demo How It Works

How It Works

From recording to actionable intelligence

Upload a video. The pipeline processes it locally, aligns engagement with the transcript, and delivers AI-powered coaching tied to specific moments.

Upload

Drop in a Zoom gallery-view recording, meeting video, or any session capture

Sample

Frame extraction at 1fps via OpenCV — fast processing, no detail lost

Detect

MediaPipe face detection across gallery tiles with position-based identity tracking

Classify

DeepFace affect estimation per participant — 7-emotion probability vectors

Transcribe

Faster-Whisper speech-to-text with word-level timestamps

Score

Per-participant baseline calibration and engagement scoring from deviation

Align

Engagement drops mapped to exact transcript segments and content moments

Coach

AI-powered coaching suggestions tied to specific flagged moments

What You Get

A complete engagement diagnostic

Not just data — actionable intelligence on what happened, when it happened, and what to do about it.

Interactive engagement timeline

A visual timeline showing per-participant engagement across the entire session. Hover over any moment to see what was being said and how each person responded.

Flagged moments

Automatic detection of significant engagement drops and shifts. Each flagged moment includes the transcript excerpt so you can see exactly what triggered it.

AI coaching suggestions

Specific, actionable coaching tied to individual moments. Not generic advice — recommendations based on what was said, who disengaged, and the pattern of the drop.

Downloadable PDF report

A professional report with the full engagement timeline, flagged moments, and coaching suggestions. Ready to share with stakeholders or use for session review.

Use Cases

Any session where people are on camera

If you recorded it and people had their webcams on, Analyse can tell you what actually happened.

Zoom meetings

Gallery-view recordings with automatic participant detection and per-person engagement tracking across tiles.

Training sessions

Corporate training, onboarding, compliance — find out which sections land and which lose the room.

Webinars & events

Live-streamed educational content, conference talks, and panel discussions. Post-event analysis of audience engagement.

Privacy

Processing runs locally

Face detection, emotion classification, and scoring all happen on your machine. Only the transcript and numerical scores are sent to the AI coaching layer.

Local processing pipeline

OpenCV, MediaPipe, and DeepFace all run on your hardware. No video frames leave your machine.

AI layer is text-only

The coaching model receives engagement scores and transcript text. Never images, never video, never biometric data.

On-premise compatible

The entire pipeline can run air-gapped. Self-host the AI layer for fully offline operation.