# 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.