Defect Detection Architecture & MLOps
We specialize in engineering robust machine vision systems that perform accurate inspection at line speed. Our solutions ensure high precision, minimize false positives, and are built with industrial-grade MLOps for continuous model reliability and adaptation.
Real-Time Anomaly Detection
Training specialized CNNs (convolutional neural networks) to instantly classify and locate defects (scratches, cracks, misalignments) on components moving at high velocity.
Sensor & Lighting Calibration
Expertise in selecting, installing, and calibrating industrial cameras (e.g., thermal, stereo, high-resolution) and lighting for optimal contrast and data capture on metallic, plastic, or organic surfaces.
Precision-Tuned Models
Engineering the model training process to aggressively reduce false positives, ensuring that production flow is maximized and costly, unnecessary stops are minimized.
Industrial MLOps
Implementing MLOps pipelines that monitor model drift, automatically collect new failure data, and retrain/deploy updated models with zero downtime during shifts.
Traceable Quality Records
Integrating the system to log every inspection outcome, providing a tamper-proof digital record for quality control compliance and regulatory audits.
Key Components for Inspection Reliability
Reliable visual inspection requires robust computer vision algorithms, highly specific custom anomaly detection models, and intuitive operator interfaces for Human-Machine Interface (HMI) interaction.
Web & Mobile Development
Building the ruggedized HMI (Human-Machine Interface) dashboards for line operators to monitor inspection results, flag exceptions, and manage model training data on the factory floor.
Computer Vision & AR Solutions
Providing the core expertise in object detection, segmentation, and classification necessary to build a reliable vision system for the production line.
Custom AI Model Development
Developing and deploying the tailored models responsible for the complex task of identifying highly specific, rare defects unique to your product line.
Case studies
Go beyond the obvious. Co-create with teams who value impactful experiences and products.
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Automating mortgage underwriting with multi-agent AI
Friday Harbor
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Helping candidates perform better at job interviews using AI
Monster AI
Helping students learn and understand basic math using artificial intelligence
Fibo — AI Math Tutor
Leveraging AI to build a content summarization app for better knowledge retention
taim
Creating a personalized audio listening experience with content curated by artificial intelligence
Audioburst
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