Visual Inspection

Use Google’s best in class Vertex AI suite to save on supply chain costs 
by streamline inspections and increase error prevention rates

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MINIMAL EXPERIENCE NEEDED

Pre-trained APIs for computer vision, language, structured data, and conversation.

CUSTOM ADVANCED ML 

Roughly 80% fewer lines of code needed to train a model with custom libraries than other platforms.

DEPLOY AND SCALE FASTER

Deploy and scale faster than ever with pre-trained APIS’s for vision, video, natural language.

Solution Overview

Medical Device Kits use Google’s best in class Vertex AI suite to save on supply chain costs by streamline inspections and increase error prevention rates This solution provides compliant, accurate and timely inspection for medical device kits, reducing the complexity and cost to serve by communicating defects early.

Process Flow

Process Flow

  • Centralize historical records of defects or initiate defect data collection and storage
  • Label images with known defects or defective components
  • Train the model to identify defective device kits
  • Deploy the model leveraging an on-premise, smart camera-enabled infrastructure OR stream data to GCP for real-time processing and supply chain error intervention.
  • Serve results back to an operational display
  • Collect results for model improvement or new model creation.

Solution Features

BigQuery, Cloud Storage, Container Registry, Kubetnetes Engine, Vertex AI

Reference Architecture