Insights

Blog & Resources

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

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.

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.

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.

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.

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.

October 2025

AI Bolt & Fastener Inspection on Reflective Surfaces

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

October 2025

AI Soft-Set Detection for Press-Fit Assemblies

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

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.

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.

October 2025

AI Vision for PCB Inspection: Catch Solder Defects, Protect 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.

October 2025

100% Inspection Accuracy with AI Vision: How Manufacturers Get There

What it takes for AI vision to catch every defect at production speed, the ROI behind it, and how one manufacturer saves $2M a year on defect costs.

October 2025

Roll Mark and Wrinkle Detection with AI Vision

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.

Showing 73–84 of 98 articles

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