Blog & Resources

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

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

October 2025

AI Vision for Foam Mold Clip Detection

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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