• 11 min read
How to Detect Paint Defects with Computer Vision
Automate paint defect inspection in manufacturing. Learn how to train an RF-DETR model and build a visual QA pipeline using Roboflow Workflows.
• 12 min read
Detect Anything Model
A detect anything model finds any object from a text prompt, no training or labels. Build one with SAM3 in Roboflow Workflows to search a scene.
• 15 min read
Defect Inspection
Automate manufacturing defect inspection with computer vision. Learn how to train an RF-DETR model and build a pass/fail QA workflow using Roboflow and Gemini.
• 6 min read
The Vision AI Maturity Model: A Framework for Taking Pilots to Production Scale
Discover a five-level model showing how vision AI evolves from isolated pilots into a reusable system across sites.
• 3 min read
Roboflow and Standard Bots Partner to Bring Custom Visual Intelligence to Every Robot
Roboflow and Standard Bots are announcing a partnership to enable robots to see, understand, and act with visual intelligence.
• 8 min read
Building an AI-Powered Robotic Welding Defect Detection System
Use RF-DETR and Gemini 2.5 Pro to identify welding defects and generate automated quality inspection reports.
• 6 min read
What Is an eQMS in Manufacturing?
Discover what an eQMS is and how integrating computer vision automates manufacturing quality control, from real-time defect detection to CAPA tracking.
• 5 min read
What Goes in a Vision AI Solution Catalog
Scale your enterprise computer vision with a Standard Solution Catalog. Learn the six artifacts needed to move from isolated pilots to global deployments.
• 6 min read
MQTT in Manufacturing with Vision AI
Discover how MQTT connects computer vision models to PLCs, SCADA, and MES systems on the plant floor. Learn to automate defect detection and safety alerts.
• 7 min read
Turn Vision AI Detections Into Alerts: PLC, MES, Slack
Learn how to detect defects with Roboflow and trigger real-time downstream alerts in manufacturing facilities.
• 4 min read
How to Build a Vision AI Center of Excellence
Build a vision AI Center of Excellence in three steps: define a North Star metric, pilot your easiest use case, codify the first catalog entry.
• 5 min read
Who Runs a Vision AI Program: The Builder, Scaler, Operator Model
A vision AI team needs three roles: Builder, Scaler, and Operator. Here is what each one owns and how to staff them as your program scales.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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
• 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
• 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.
• 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.
• 7 min read
Smart Sensors vs. Traditional Sensors on the Factory Floor
Use Roboflow to send vision AI data to your PLC for automation.
• 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.
• 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.
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