
Object Detection
Finds and labels every object in view.
AI Vision Bots is the AiServa app that runs your site cameras. Every setting lives in the cloud with history, and a signed copy runs on the AI Vision Bot so the site keeps working when the internet does not.


ONVIF and RTSP cameras, 24/7 recording, clips and timeline playback.
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Trained models with their classes, on the bot or on AiServa.
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Rules, jobs, workflows and an AI assistant that writes them.
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WebRTC straight from the site, relay only when needed, PTZ.
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Signed updates and config, sealed passwords, audited remote access.
Read moreWindows, macOS or Linux, x86 or ARM, with or without a GPU. The installer sets up a boot service and the AI Vision Bot appears in AiServa.
Cameras, Detections, rules and storage are set in AiServa, signed, and sent to the AI Vision Bot. Every change is kept with who made it.
Detection, recording and the rule engine run on the AI Vision Bot, so alerts still fire when the site is offline.
Continuous 24/7 recording, event clips with pre and post roll, schedules, timeline playback and MP4 export.
Describe a rule in plain words. The assistant proposes it, you confirm, then it is saved.
Outbound only connection, signed updates and configuration, sealed camera passwords and an audit log.
Every use case combines these twelve capabilities. We build each one once and reuse it everywhere, so a new use case is configuration and training, not a new product.

Finds and labels every object in view.

Keeps one ID per object across frames.

Counts items, animals or vehicles across a line or zone.

Grades ripeness, quality, colour or condition.

Marks exact pixels of cracks, smoke or water.

Reads containers, meters, barcodes and labels.

Finds body keypoints for falls, gestures and exercise.

Understands falling, tipping, smoking and drowsiness.

Learns normal and flags anything else.

Sees heat in the dark and measures distance.

Estimates level, volume and size from calibrated views.

Combines audio cues like an alarm call or a cry with video.
Every layer is a VYROX AI engine, tuned on your own footage and tested with you before anything ships. Inference runs on an edge box at your site, so video can stay where it is.

| Layer | VYROX Engine | Best For |
|---|---|---|
| Object Detection | VYROX HawkEyeNano, Swift, Pro | Fast, accurate boxes on every frame |
| Open Vocabulary | VYROX OmniSightFind anything you describe | New objects described in words |
| Segmentation | VYROX PixelBladePixel-exact masks | Cracks, smoke, water lines, labelling |
| Tracking | VYROX TrailLockOne ID, start to finish | Counting, dwell time, IDs through occlusion |
| Vision Language | VYROX VisionMindAsk your cameras | Grounded queries and incident descriptions |
| Pose and Action | VYROX MotionIQBody, face and hands | Falls, gestures, drowsiness, exercise |
| OCR | VYROX ReadSightReads what it sees | Containers, meters, labels, spines |
| Anomaly | VYROX FlawHunterFinds the odd one out | Defects with few bad samples |
| Inference | VYROX EdgeCoreRuns on site | Many cameras per edge box |
| Data and Training | VYROX ModelForgeLearns from your site | Labelling, error review, retraining on your site |
AI Vision Bots is available at selected sites. Send a short clip from your site and one sentence on the problem, and the VYROX AI team will tell you what a Detection could do there.