Blog & Resources

Insights, best practices, and industry trends in AI-powered manufacturing quality control

Overview Advanced GenAI Tools Platform: The Future of Visual Inspection | Overview AI

January 2026

Overview Advanced GenAI Tools Platform: The Future of Visual Inspection | Overview AI

Discover the Overview Advanced GenAI Tools platform featuring OV Auto-Integration Builder, OV Auto-Defect Creator Studio, and OV AI Expert Helper for manufacturing quality control.

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OV AI Expert Helper: Your Intelligent Assistant for Vision Inspection | Overview AI

January 2026

OV AI Expert Helper: Your Intelligent Assistant for Vision Inspection | Overview AI

Get instant answers about Overview AI, build Node-RED workflows with guidance, and receive personalized application recommendations from OV AI Expert Helper.

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OV Auto-Defect Creator Studio: Create Synthetic Training Data for Vision AI | Overview AI

January 2026

OV Auto-Defect Creator Studio: Create Synthetic Training Data for Vision AI | Overview AI

Generate realistic synthetic defect images for AI model training. Four powerful modes for creating training data when real defect samples are scarce.

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OV Auto-Integration Builder: Build Inspection Logic with AI | Overview AI

January 2026

OV Auto-Integration Builder: Build Inspection Logic with AI | Overview AI

Let AI write Node-RED flows for your manufacturing inspection. Build, modify, and debug workflows using natural language with the OV Auto-Integration Builder.

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2026 Vision System Guide for Manufacturers | Overview.ai

January 2026

2026 Vision System Guide for Manufacturers | Overview.ai

The definitive 2026 guide to vision systems for manufacturers. Explore current technologies, market trends, selection criteria, and implementation strategies.

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5 Ways AI is Transforming Quality Control in Manufacturing | Overview.ai

January 2026

5 Ways AI is Transforming Quality Control in Manufacturing | Overview.ai

Discover 5 transformative ways AI is revolutionizing quality control in manufacturing. Learn about defect detection, predictive analytics, and automated inspection.

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AI Vision Systems Explained: How They Work & What to Look For | Overview.ai

January 2026

AI Vision Systems Explained: How They Work & What to Look For | Overview.ai

Understand how AI vision systems work in manufacturing. Learn key features, selection criteria, and implementation best practices for industrial applications.

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The Manufacturer's Guide to Artificial Intelligence in Industrial Automation | Overview.ai

January 2026

The Manufacturer's Guide to Artificial Intelligence in Industrial Automation | Overview.ai

Comprehensive guide to AI in industrial automation. Learn how manufacturers use artificial intelligence to improve quality control, reduce costs, and increase efficiency.

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The Ultimate Guide to Computer Vision Applications in Manufacturing (2026) | Overview.ai

January 2026

The Ultimate Guide to Computer Vision Applications in Manufacturing (2026) | Overview.ai

Comprehensive guide to computer vision applications in manufacturing. Explore quality inspection, defect detection, robot guidance, and more with real-world examples.

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Computer Vision Solutions for Manufacturing: Finding the Right Fit | Overview.ai

January 2026

Computer Vision Solutions for Manufacturing: Finding the Right Fit | Overview.ai

Guide to selecting the right computer vision solution for manufacturing. Compare approaches, understand capabilities, and find the best fit for your quality control needs.

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Computer Vision vs Traditional Machine Vision: What\

January 2026

Computer Vision vs Traditional Machine Vision: What\

Compare computer vision and traditional machine vision. Understand key differences in AI capabilities, programming approaches, and when to use each technology.

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Common Defects AI Vision Systems Can Detect (With Examples) | Overview.ai

January 2026

Common Defects AI Vision Systems Can Detect (With Examples) | Overview.ai

Comprehensive guide to defects AI vision systems can detect in manufacturing. See examples of surface defects, assembly errors, dimensional issues, and more.

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Edge AI vs Cloud AI for Manufacturing: Which is Right for You? | Overview.ai

January 2026

Edge AI vs Cloud AI for Manufacturing: Which is Right for You? | Overview.ai

Compare edge AI and cloud AI for manufacturing applications. Understand latency, reliability, security, and cost tradeoffs to choose the right approach.

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How to Implement AI Vision Systems in Your Production Line | Overview.ai

January 2026

How to Implement AI Vision Systems in Your Production Line | Overview.ai

Step-by-step guide to implementing AI vision systems in manufacturing. Learn about planning, deployment, training, integration, and optimization best practices.

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Machine Vision Explained: Technology, Applications, and Benefits | Overview.ai

January 2026

Machine Vision Explained: Technology, Applications, and Benefits | Overview.ai

Comprehensive explanation of machine vision technology. Understand how machine vision works, key components, industrial applications, and benefits for manufacturing.

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The ROI of Computer Vision: What Manufacturers Need to Know | Overview.ai

January 2026

The ROI of Computer Vision: What Manufacturers Need to Know | Overview.ai

Calculate the ROI of computer vision in manufacturing. Learn about cost savings from defect reduction, labor efficiency, and quality improvements with real metrics.

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Vision AI in Manufacturing: A Practical Introduction | Overview.ai

January 2026

Vision AI in Manufacturing: A Practical Introduction | Overview.ai

Practical introduction to Vision AI for manufacturing. Learn how vision AI works, key capabilities, implementation considerations, and real-world applications.

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Vision Systems for Manufacturing: A Complete Guide | Overview.ai

January 2026

Vision Systems for Manufacturing: A Complete Guide | Overview.ai

Complete guide to vision systems in manufacturing. Learn about components, applications, selection criteria, and implementation best practices for industrial inspection.

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What is Computer Vision? A Complete Guide for Manufacturers | Overview.ai

January 2026

What is Computer Vision? A Complete Guide for Manufacturers | Overview.ai

Understand computer vision technology and how it transforms manufacturing quality control. Learn the fundamentals, applications, and benefits for industrial settings.

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Opening the Black Box: How Haystack Brings Transparency to Industrial AI

January 2026

Opening the Black Box: How Haystack Brings Transparency to Industrial AI

Overview's Haystack visualization tool turns complex deep learning models into interactive maps for easier debugging and training.

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How to Start AI Transformation in Manufacturing | Overview AI

December 2025

How to Start AI Transformation in Manufacturing | Overview AI

Learn how to begin your AI transformation journey in manufacturing with visual quality inspection. Practical steps for VPs and COOs seeking real AI results.

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How to Use GenAI in Manufacturing | Overview AI

December 2025

How to Use GenAI in Manufacturing | Overview AI

Discover how to take advantage of Generative AI for manufacturing. Learn why visual quality inspection is the practical starting point for GenAI in your factory.

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Top 10 Industrial AI Vision Systems in 2025 | Complete Buying Guide

December 2025

Top 10 Industrial AI Vision Systems in 2025 | Complete Buying Guide

Compare the best industrial AI vision systems for manufacturing. Detailed analysis of features, accuracy, integration, and ROI for factory automation.

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Best Machine Vision Solutions for Factories in 2025 | Expert Guide

December 2025

Best Machine Vision Solutions for Factories in 2025 | Expert Guide

Discover the best machine vision solutions for factory automation. Compare AI-powered inspection systems for quality control, defect detection, and production optimization.

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AI Inspection Systems for Manufacturing: Complete 2025 Guide

December 2025

AI Inspection Systems for Manufacturing: Complete 2025 Guide

Learn how AI inspection systems are transforming manufacturing quality control. Discover benefits, implementation strategies, and the best AI inspection solutions.

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Automated Quality Inspection AI: How It Works & Best Solutions 2025

December 2025

Automated Quality Inspection AI: How It Works & Best Solutions 2025

Discover how automated quality inspection AI is revolutionizing manufacturing. Learn about implementation, benefits, and the top AI inspection solutions.

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Factory Automation Vision Systems: Complete Implementation Guide 2025

December 2025

Factory Automation Vision Systems: Complete Implementation Guide 2025

Learn how to implement vision systems for factory automation. Expert guide covering cameras, AI, integration, and best practices for manufacturing.

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Machine Vision Cameras for Production Lines: Selection Guide 2025

December 2025

Machine Vision Cameras for Production Lines: Selection Guide 2025

How to choose the right machine vision cameras for production line inspection. Expert guide on resolution, sensors, interfaces, and AI integration.

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AI Defect Detection in Manufacturing: Technologies & Best Practices 2025

December 2025

AI Defect Detection in Manufacturing: Technologies & Best Practices 2025

Deep dive into AI defect detection for manufacturing. Learn how deep learning finds defects, implementation strategies, and compare leading solutions.

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Industrial Camera AI Inspection: Hardware & Software Guide 2025

December 2025

Industrial Camera AI Inspection: Hardware & Software Guide 2025

Complete guide to industrial camera AI inspection systems. Learn about camera selection, AI software, and how to build a production-ready inspection solution.

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Smart Manufacturing Vision Technology: The 2025 Guide to Industry 4.0

December 2025

Smart Manufacturing Vision Technology: The 2025 Guide to Industry 4.0

Explore smart manufacturing vision technology and its role in Industry 4.0. Learn how AI vision systems enable intelligent factories and automated quality control.

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Machine Vision vs AI Vision for Quality Control: 2025 Comparison

December 2025

Machine Vision vs AI Vision for Quality Control: 2025 Comparison

Understand the differences between traditional machine vision and AI vision for quality control. Learn which technology is right for your manufacturing needs.

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Edge AI for OT: Reducing Attack Surface While Keeping Quality Running

December 2025

Edge AI for OT: Reducing Attack Surface While Keeping Quality Running

Manufacturing is now the #1 target for OT-focused attacks. Learn how edge AI vision systems reduce cybersecurity risk by keeping AI inference on-device with no cloud in the decision loop.

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Chinese OEMs Are Winning on Manufacturing Cost — And the Data Shows Exactly Why

November 2025

Chinese OEMs Are Winning on Manufacturing Cost — And the Data Shows Exactly Why

BCG latest study reveals Chinese OEMs enjoy 20-75% cost advantages through automation, factory design, and quality control. Here is what it means for Western manufacturers.

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Ghost Defects in Battery Welds: How Edge AI Makes the Invisible Visible

October 2025

Ghost Defects in Battery Welds: How Edge AI Makes the Invisible Visible

How Overview AI’s OV80i uses an edge-first AI vision stack to detect micron-scale weld misalignments on reflective battery caps, a critical ‘ghost defect’ missed by other systems.

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AI Vision for Gear Defect Detection in Metal Machining

October 2025

AI Vision for Gear Defect Detection in Metal Machining

How Overview AI’s OV20i used a segmentation model trained on 11 samples to detect surface and gear-tooth defects with 100% accuracy.

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How AI Vision Simplifies Multi-Point Inspection for Complex Assemblies

October 2025

How AI Vision Simplifies Multi-Point Inspection for Complex Assemblies

Discover how Overview AI’s OV20i system performed stable multi-point inspection across castle, pin, clip, and insert components with minimal data and zero recalibration.

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Photometric AI Vision for Edge Defect Detection in Metal Stamping

October 2025

Photometric AI Vision for Edge Defect Detection in Metal Stamping

Overview AI’s photometric mode enabled high-accuracy edge defect detection on reflective stamped parts using a classifier trained on only 20 images.

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AI Bolt & Fastener Inspection on Reflective Surfaces

October 2025

AI Bolt & Fastener Inspection on Reflective Surfaces

Loose or missing fasteners threaten reliability in automotive and aerospace assemblies. Learn how Overview AI\

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AI Soft-Set Detection for Press-Fit Assemblies

October 2025

AI Soft-Set Detection for Press-Fit Assemblies

Soft-set press-fit defects hide deep in assemblies where sensors can\

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AI Surface Defect Detection for EV Sensors | Overview

October 2025

AI Surface Defect Detection for EV Sensors | Overview

Learn how Overview AI helps EV and electrification suppliers detect microscopic scratches and blemishes on sensitive sensor modules using AI vision trained with only 16 images—achieving state-of-the-art accuracy under challenging lighting.

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AI Vision for Foam Mold Clip Detection | Overview.ai

October 2025

AI Vision for Foam Mold Clip Detection | Overview.ai

Learn how Overview AI’s OV20i vision system achieved 100% accuracy detecting black clips inside foam molds despite resin buildup, vibration, and mold variation.

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AI Vision for PCB Inspection & First-Pass Yield

October 2025

AI Vision for PCB Inspection & First-Pass Yield

AI vision for PCB/SMT: detect solder bridges, tombstones, and polarity errors with pose-tolerant models and edge inference that protect first-pass yield.

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100% Accuracy AI Vision: The Real Cost of Defects

October 2025

100% Accuracy AI Vision: The Real Cost of Defects

Discover how AI vision systems achieve 100% inspection accuracy, saving manufacturers millions in defect costs. Intel saves $2M annually with AI defect detection.

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Roll Mark & Wrinkle Detection AI | Overview.ai

October 2025

Roll Mark & Wrinkle Detection AI | Overview.ai

Detect roll marks, wrinkles, and surface deformations in metal rolling with AI vision inspection. Prevent costly material waste and improve surface quality in steel, aluminum production.

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Steel Strip Defect Detection AI | Overview.ai

October 2025

Steel Strip Defect Detection AI | Overview.ai

Detect scratches, pits, edge cracks, and surface defects on steel strips with AI-powered vision inspection. Achieve 99.9% accuracy in real-time steel manufacturing.

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AI Weld Defect Detection 100% | Overview.ai

October 2025

AI Weld Defect Detection 100% | Overview.ai

Detect weld porosity, cracks, incomplete fusion, and spatter with AI vision inspection. Achieve 100% accuracy in automotive, aerospace, and heavy manufacturing welding quality control.

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Common Tablet Defects in Pharma Manufacturing | Overview.ai

September 2025

Common Tablet Defects in Pharma Manufacturing | Overview.ai

Learn the top 12 tablet defects in pharma manufacturing—causes, prevention, and how AI-powered inspection ensures 100% accuracy.

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Microscale Defect Detection on Medical Devices | AI

January 2025

Microscale Defect Detection on Medical Devices | AI

How AI vision and precision optics deliver 100% accuracy detecting sub-millimeter scratches on reflective medical device components. Achieve microscope-level clarity at factory speed with OV80i.

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Reduce AI Inspection Training Time: Weeks to Hours

January 2025

Reduce AI Inspection Training Time: Weeks to Hours

Cut AI vision training time by 90%. Edge-based OV10i, OV20i, and OV80i systems train models in under 1 hour—not weeks. Fast deployment, faster ROI.

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Top 3 Quality Inspection Challenges in Battery Gigafactories

October 2024

Top 3 Quality Inspection Challenges in Battery Gigafactories

Discover the critical quality inspection challenges in battery gigafactories and how AI vision systems address scale, precision, and speed requirements.

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Quality Control Manager AI Implementation Checklist

January 2024

Quality Control Manager AI Implementation Checklist

Complete guide for implementing AI in manufacturing quality control. Learn how AI transforms defect detection, improves accuracy, and reduces waste.

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Battery Laser-Weld Defect Detection | OV80i AI Vision

January 2024

Battery Laser-Weld Defect Detection | OV80i AI Vision

Detect weld misplacement and cosmetic issues on battery tabs/sealing pins with OV80i. Flexible lenses/lighting + in-camera NVIDIA AI and browser-based training.

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Blister & Cap Weld Cosmetic Inspection | Pharma AI

January 2024

Blister & Cap Weld Cosmetic Inspection | Pharma AI

Discover how AI-powered vision systems detect cosmetic defects in pharmaceutical blister pack and cap welds. Learn about automated inspection solutions that ensure product integrity, reduce waste, and maintain compliance with regulatory standards.

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Why Local Support Matters in Industrial Vision Deployment | Overview.ai

January 2024

Why Local Support Matters in Industrial Vision Deployment | Overview.ai

Learn why local support is critical for industrial vision deployment success. Overview.ai expands Ohio coverage for faster response and better service.

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5 Ways AI Vision Systems Cut Manufacturing Defects | Overview.ai

January 2024

5 Ways AI Vision Systems Cut Manufacturing Defects | Overview.ai

Discover how AI vision systems reduce manufacturing defects with higher accuracy, 24/7 consistency, real-time analysis, cost savings, and scalability.

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How Sensor Quality Drives AI Accuracy | Overview.ai

January 2024

How Sensor Quality Drives AI Accuracy | Overview.ai

Learn how sensor resolution, pixel size, and shutter type impact AI inspection accuracy. Compare Overview.ai OV10i, OV20i, and OV80i vision systems.

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Train AI Defect Model in 1 Hour (No Code) | Overview.ai

January 2024

Train AI Defect Model in 1 Hour (No Code) | Overview.ai

Deploy AI vision inspection in under an hour without programming. Learn how to train defect detection models with Overview.ai\

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Additional Resources

Technical Documentation

Access detailed technical specifications, integration guides, and API documentation for Overview.ai products.

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Case Studies

Learn how leading manufacturers have transformed their quality control with Overview.ai's AI-powered inspection.

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