Manufacturing

3 Jun 2026 • 5 min read

Why Top-Down Vision AI Rollouts Fail: The Push Trap vs. the Pull Model

Top-down vision AI rollouts stall because plants reject what they didn't specify. Here's why the Push Trap fails and how the Pull Model scales.

3 Jun 2026 • 6 min read

The Computer Vision Manufacturing Integration Stack

Connect computer vision to your manufacturing stack: edge inference plus PLC, SCADA, MES, and ERP integration over EtherNet/IP, MQTT, and OPC UA.

2 Jun 2026 • 7 min read

What Is OPC UA? How Factories Connect Vision AI to PLCs

OPC UA (IEC 62541) explained: what it is, how it compares to MQTT and Modbus, and how it connects Vision AI inspection results to PLCs and MES.

1 Jun 2026 • 7 min read

Is Your Vision AI Program in Pilot Purgatory? A 10-Question Diagnostic

Stuck running vision AI pilots that never scale? Answer these 10 yes/no questions to score whether your program is in pilot purgatory or on the curve.

1 Jun 2026 • 5 min read

Renting vs. Owning Vision AI: How to Pick a Vendor

The right vision AI vendor makes you need them less over time. Here's how to tell renting from owning, and the questions to ask before you sign.

1 Jun 2026 • 7 min read

AI Cameras vs. IP Cameras: What's the Difference?

A practical guide to understanding how AI cameras and IP cameras differ, and when each makes sense for your operation.

31 May 2026 • 4 min read

Roboflow Advances Defect Detection Pipeline for Manufacturers with Synthetic Data Powered by NVIDIA Physical AI

SUMMARY Roboflow and NVIDIA have integrated synthetic data generation into the Roboflow platform for manufacturing defect detection, combining the NVIDIA Defect Image Generation skill, the Cosmos world foundation model, and NVIDIA Isaac Sim to generate photorealistic, physics-consistent defect images from a small set of real examples. In a benchmark

21 May 2026 • 5 min read

Integrate Roboflow with OPC UA

SUMMARY The Roboflow OPC UA Writer Sink block (available on Enterprise plans) lets a Roboflow Workflow push detection results directly to an OPC UA server as live tags, making computer vision outputs visible in SCADA platforms, PLCs, and dashboards alongside other plant sensor data. This guide walks through starting the

19 May 2026 • 5 min read

Vision-Guided Robotics: The Future of Automation

Discover how to use Roboflow to give robots real-time edge AI perception for chaotic environments.

19 May 2026 • 7 min read

Calculating and Improving Overall Equipment Effectiveness (OEE)

Discover how Overall Equipment Effectiveness (OEE) measures productivity. See how to automate real-time OEE tracking with computer vision.

13 May 2026 • 7 min read

Smart Sensors vs. Traditional Sensors on the Factory Floor

Use Roboflow to send vision AI data to your PLC for automation.

5 May 2026 • 9 min read

Mastering HMI Design and Vision AI Integration

Discover how to integrate vision AI with High-Performance HMIs. Learn to use Roboflow, MQTT, and OPC-UA to turn visual data into actionable industrial insights.

4 May 2026 • 5 min read

The Evolution of the Industrial Internet of Things

Discover how Edge IIoT and computer vision transform smart factories. Learn to process massive visual data loads at the edge with Roboflow's AI1 camera.

4 May 2026 • 6 min read

Understanding OEE vs OOE vs TEEP

Understand the difference between OEE, OOE, and TEEP. Learn how to calculate each metric and how computer vision can improve your OEE Quality score.

1 May 2026 • 8 min read

The Manufacturer’s Guide to Nondestructive Testing with Vision AI

Discover how Vision AI automates Nondestructive Testing (NDT) in manufacturing. Learn to detect defects and build a Visual QMS using Roboflow.

1 May 2026 • 11 min read

Computer Vision in Manufacturing Automation: Use Cases, ROI, and How to Deploy

Learn how computer vision can be used in manufacturing.

22 Apr 2026 • 6 min read

What Is ERP in Manufacturing?

Learn what ERP means in manufacturing: the five core modules, and how Vision AI feeds real-time floor data in.

15 Apr 2026 • 5 min read

What Is Supervisory Control and Data Acquisition (SCADA)?

Discover how SCADA centralizes observability and control for industrial automation. Learn about PLCs, telemetry pipelines, and using vision as a sensor.

15 Apr 2026 • 6 min read

Vision Language Models in Manufacturing

Learn how Vision-Language Models (VLMs) transform the factory floor.

14 Apr 2026 • 8 min read

CapEx vs OpEx: How to Structure a Computer Vision Investment

Learn when to buy your own GPU infrastructure and when to pay for cloud inference instead.

1 Apr 2026 • 7 min read

Upgrading Lean Six Sigma with AI

Discover how Lean Six Sigma reduces waste and defects. Learn how integrating the DMAIC framework with computer vision AI automates the Measure and Analyze phases.

18 Mar 2026 • 6 min read

How to Improve First Pass Yield

Learn how to improve First Pass Yield. Build a visual intelligence pipeline to automate defect detection using Roboflow.

11 Mar 2026 • 6 min read

Understanding Discrete vs. Process Manufacturing

What's the difference between discrete and process manufacturing? How each works, why the distinction matters, and where computer vision fits in both.

10 Mar 2026 • 8 min read

Takt Time vs. Cycle Time? A Master Guide to Synchronizing Production with AI

Discover the critical difference between Takt Time and Cycle Time. Learn how to calculate both, and how to use computer vision to eliminate manufacturing bottlenecks.