# Computer Vision Systems

> Computer vision is AI that interprets images and video the way a trained eye would (spotting defects, reading documents, counting and tracking objects, verifying conditions), applied to real business problems on ordinary camera hardware rather than specialist rigs.

_Source: https://plenaura.com/services/computer-vision · Last updated: 2026-06-03 · Plenaura_

**Outcome:** A tireless second set of eyes on your line, your site, or your documents, catching the defects, hazards, and errors that slip past manual checks, on hardware you already own.

## What you get

- A computer vision model trained on your actual images, tuned to your task
- Deployment on your existing cameras and modest hardware, often at the edge
- A review workflow so uncertain detections get a human, not a wrong call
- On-site or air-gapped processing where images can't leave your network
- The trained models and code handed over, yours to run and retrain

## This is for you if

- Manual visual inspection is slow, inconsistent, or misses defects
- You need to monitor sites for safety or compliance around the clock
- You count, track, or verify things by eye and want it done reliably
- You have cameras and image data but nothing extracting value from them

## FAQ

### Do we need special cameras or expensive hardware?

Usually not. Most business computer vision runs on the cameras you already have and modest, right-sized hardware, often processing on-site at the edge. We design for the equipment you own, and only recommend new hardware when the task genuinely requires it (and we'll explain why).

### How accurate is it, really?

Accuracy depends on the task and your data, and we're honest about it. We won't quote a headline number we can't stand behind for your case. What we build in is a confidence threshold: the system acts on clear cases and routes borderline ones to a person, so 'not sure' becomes a review, not a silent mistake.

### Can the images stay on our premises?

Yes. Where privacy, IP, or compliance require it, we deploy the vision system on-premise or fully air-gapped, so images and video never leave your network. You control where the processing happens.

### What do we own at the end?

The trained models, the code, and the documentation, all handed over. You can run the system, retrain it on new images, and extend it without depending on us or paying a per-image fee.