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General AI Development

Image Recognition & Inspection

Software that reads images and video from cameras, scanners and phones to count, inspect, locate and flag.

The challenge

Why this matters

People are good at looking, but not at looking at thousands of images a day. Inspection, counting and monitoring jobs are tiring and inconsistent.

Warehouse worker holding a tablet showing orange detection frames around boxes on a conveyor
Image Recognition & Inspection

What it is

Image Recognition & Inspection in plain words

We build systems that analyze photos and video: counting items on a shelf or line, checking products for visible defects, reading labels and gauges, detecting people or vehicles in a zone, and tagging footage by what it shows.

We design for your cameras and lighting, test on your own images and show confidence levels, so uncertain cases go to a reviewer.

Benefits

What you get

Uses your cameras

Works with existing cameras, phones or scanners where image quality allows.

Tested on your images

Accuracy is checked on samples from your site, not stock photos.

Review for unsure cases

Low-confidence results go to a person.

Edge or cloud

Processing can run on site or in the cloud, depending on need.

How it works

From first call to first result

Step 1

Collect

Capture and label sample images from your environment.

Step 2

Train

Build and tune the model on your labeled examples.

Step 3

Verify

Measure results on images the model has not seen.

Step 4

Install

Deploy on site or in the cloud and train your staff.

Details

What is included

Tasks
  • Counting and measuring
  • Defect and damage checks
  • Label and gauge reading
  • Zone and presence detection
Setup
  • Camera and lighting review
  • Image labeling
  • Edge or cloud deployment
Review
  • Confidence scores
  • Exception queues
  • Accuracy reports

Illustrative scenario

A distribution center photographs outbound pallets and flags missing straps or torn wrap for a supervisor to check before the truck leaves.

Two operators at desks facing a wall of monitoring dashboards

Tested where it will be used

We evaluate on images from your own site and lighting before anything is installed.

Talk to an expert →

Questions

Common questions

Do we need new cameras?

Often not. We review sample footage first and tell you if placement or lighting should change.

How do you handle privacy?

We design to capture only what the task needs, agree retention rules with you, and can blur faces or license plates where that is appropriate.

Can you analyze broadcast video and archives?

Yes. That work sits in our media-focused section: see Video & Audio Understanding.

Ready for Image Recognition & Inspection?

Describe what you need and we will reply with a clear plan.