# Computer Vision

Domain: [AI & Intelligence](https://bedreweb.com/services/ai-and-intelligence) · Page: https://bedreweb.com/services/ai-and-intelligence/computer-vision

Computer vision solutions that read images and video for inspection, counting, recognition and document capture.

## What it is
Computer vision teaches software to interpret images and video. Common business uses include checking products for defects, counting items, reading labels and plates, and capturing text from documents and cards.

Results depend heavily on the images. Lighting, camera position and the variety of real conditions all matter, so successful projects start with a small trial on real images before any large rollout.

## What is included
- **Feasibility check**: Assessing whether the task can be done reliably with the images available.
- **Data collection plan**: Gathering and labelling representative images and video.
- **Model selection and training**: Choosing and tuning an approach suited to the task and hardware.
- **Accuracy testing**: Measuring errors on images the model has not seen.
- **Deployment**: Running on cloud, on-site hardware or devices as appropriate.
- **Monitoring**: Tracking accuracy over time as conditions change.

## Outcomes
- **Consistent checks**: The same criteria applied to every item, every time.
- **Speed**: Images reviewed in moments rather than minutes.
- **Measured performance**: Accuracy is reported so you can decide how much to rely on it.

## Good fit if
- People inspect or count items by eye.
- You capture data from images or ID documents.
- You have a clear, repeatable visual task.

## FAQ
**How many images do we need?**
It varies by task. A feasibility step estimates the quantity and variety needed.

**Can it run without internet?**
Often yes, on local hardware, depending on the model and performance needs.

**Is it always accurate?**
No system is perfect. Accuracy is measured on real examples and exceptions can be routed to a person.

## How Bedre delivers
1. **Discover**: Workshops and stakeholder interviews to define goals and constraints.
2. **Assess**: Current-state review of systems, data, security and spend.
3. **Architect**: Target design, integration map and phased plan with owners.
4. **Implement**: Build in short releases with demos, tests and staging sign-off.
5. **Optimize**: Measure against agreed KPIs and tune performance and cost.
6. **Manage**: Monitoring, support and a monthly review with an account manager.

## Pricing and next step
Bedre does not publish prices. A consultant agrees scope and price in a written quote after discovery.
Contact: https://bedreweb.com/contact?topic=Computer%20Vision