Blog: computer vision and industrial AI

Camera-Based Fire Detection: AI That Sees Before the Detector

In high-ceilinged and open areas, camera-based fire detection sees flames and smoke minutes before a detector does. How it works, camera choice and its limits.

Measuring OEE with Cameras: Sensorless Production Tracking

Cameras instead of PLCs and sensors for OEE: machine downtime, cycle time and part counts are extracted from video. The advantages of sensorless OEE tracking.

PPE Monitoring System: How AI Detects Hard Hats and Safety Vests

A PPE monitoring system checks hard hat, vest, glove and safety glasses use 24/7 with existing cameras. How AI PPE detection works and how 90% accuracy is measured.

People Counting: Visitor Analytics at 96% Accuracy for Retail and Malls

Camera-based people counting: 96.2% counting accuracy, direction-aware counts, staff filtering, conversion rate from POS, mall occupancy and KVKK-compliant setup.

What Drives the Price of AI Camera Systems? Cost Items

What makes AI camera prices vary? Camera, scenario, server, licence, installation and hidden items; license plate recognition cost and what to prepare for a quote.

AI for Occupational Safety: Use Cases and Limits

AI in occupational health and safety: what cameras see and where they fail in PPE, falls, forklift–pedestrian, restricted zones, fire and ergonomics, and how to deploy under Law 6331 and KVKK.

How to Do a REBA Assessment: Difference from RULA and Sample Scoring

How is a REBA assessment done? From trunk, neck, leg and arm angles to a 1–15 score step by step; RULA's 1–7 score, action levels and a floor-to-waist box lifting example.

How to Calculate OEE: Formula, Worked Example and Excel Sheet

OEE = Availability × Performance × Quality. A step-by-step example with a hypothetical shift, the source of the 85% world-class benchmark, common mistakes and an OEE sheet in Excel.

What Is a Manufacturing Execution System (MES)? Modules, Selection and Setup

MES is the production tracking system that follows how an ERP work order runs on the shop floor. Its place in ISA-95, modules, the data problem on machines without a PLC, and selection criteria.

How Does a People Counter Work? Sensor or Camera?

How does a people counting device work? Differences between infrared, thermal, 3D stereo, ToF, radar, Wi-Fi and video analytics, installation conditions, KVKK and cost factors.

Is Workplace CCTV Recording Legal in Türkiye? KVKK, Retention and Privacy Notice

Yes, with conditions: workplace cameras need a specific purpose, proportionality and a privacy notice. The KVKK legal basis, prohibited areas, retention period and a privacy notice outline.

Quality Control with Computer Vision: Types, Hardware, Setup

How is quality control with computer vision set up? Defect, measurement, assembly, label, OCR and counting inspection; camera, lighting, reject via PLC and validation steps.

How to Choose a Computer Vision Company: Criteria and 14 Questions

What should you look for when choosing a computer vision company? Accuracy measured on site, written pilot criteria, data security, integration, support and 14 questions to ask in the quote.

What Is Video Analytics? An Introduction to the Technology

What is video analytics and how does it work? The fundamentals of AI-powered camera analysis technology and where it is used across industry and retail.

What Is 5S and How Is It Implemented? Steps, Audit Form and Scoring

5S consists of sort, set in order, shine, standardise and sustain. Implementation plan, red tagging, a sample 5S audit form, scoring and audit frequency.