AI for businessComputer vision

Computer vision for quality control, counting and inspection

A camera and an AI model check each product, count units or validate delivery photos all day long, with the same criteria. Your team only sees what needs fixing.

  • Industrial cameras or phones
  • Runs on site or in the cloud
  • Alerts by WhatsApp or dashboard
Line 2 · camera 1● Inspecting
  • OK
  • OK
  • OK
  • Defect
  • OK
  • OK
  • OK
  • OK
  • Defect
  • OK
  • OK
  • OK

Checked: 12Defects: 2Illustrative example

What it is

What people check by eye today, a camera checks the same way every time

Fatigue, the night shift or a rush change a person’s judgment. A model trained on your examples applies the same rule to every piece.

What is computer vision?

Computer vision is the use of cameras and AI models so a system can recognize objects, defects or patterns in images and video. Businesses use it to check quality, count products, read labels or validate photos, with a model trained on examples from their own operation.

Uses by industry

Where computer vision is used most

Manufacturing

Defect detection, incomplete parts and label checks on the line.

Logistics and warehouses

Counting boxes and pallets, reading labels and validating shipments.

Retail

Out-of-stock shelves and planogram compliance from photos.

Agriculture and food

Grading fruit by size or color and spotting damaged products.

What you need

Less than you think to get started

Sample photos

A few hundred images of good and defective products. If you don’t have them, we help you take them.

A camera and good lighting

Anything from a phone to an industrial camera. Steady light matters more than resolution.

Clear criteria

What counts as a defect and what doesn’t. We define it with you before training the model.

How we work

We test with your photos first

  1. 01

    Image sample

    You send real photos and we define what to detect.

  2. 02

    Proof of concept

    We train a model and measure hits and misses.

  3. 03

    Installation

    Camera, on-site device or cloud, and connection to your systems.

  4. 04

    Operation

    Alerts, reports and retraining with new cases.

FAQ

What clients ask before we start

Do I need special cameras?

Not always. In many cases an IP camera or a phone with good lighting is enough. For fast lines we recommend an industrial camera; we decide based on your photos.

How many images do I need for training?

It depends on the case, but a few hundred sample photos usually do. If you don’t have them, we build the image set with you.

Does it work without internet on site?

Yes. The model can run on a local device next to the line and send only the results when there is a connection.

What about cases the model hasn’t seen?

They get flagged for a person to review, and we use them to retrain the model.

Free assessment

Tell us what you want a camera to check

We reply by email asking for 20 or 30 photos of your case. With them we tell you whether it is feasible, what accuracy to expect and what it costs.

  • Free, no commitment
  • Reply within 24 hours
  • Written quote and timeline

Explore our services

We can also help you with custom software, AI implementation, eCommerce and websites. Explore each area to find the service you need.

Custom software

Platforms, internal systems, mobile apps and integrations built around how your company works.

Includes

See custom software

AI implementation and automation

AI agents, n8n automations and dashboards connected to your systems. We run them in production and measure the time they save.

Includes

See AI implementation

eCommerce

Shopify or WooCommerce stores with payments, shipping and inventory connected and ready to sell.

Includes

See eCommerce

Websites

Corporate sites, landing pages and self-managed websites, fast and built to rank on Google.

Includes

See websites