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OptiManuAI: All-in-One AI Solution for Manufacturing

Welcome to OptiManuAI, your comprehensive AI solution tailored for the manufacturing industry. OptiManuAI is designed to revolutionize the way manufacturing processes are managed by seamlessly integrating cutting-edge technologies to enhance efficiency, predict future trends, and optimize every aspect of your operations.

Architectural Setup

OptiManuAI

Table of Contents

Introduction

OptiManuAI is an all-encompassing solution designed to meet the specific needs of the manufacturing industry. By leveraging advanced artificial intelligence, predictive analytics, and optimization algorithms, OptiManuAI empowers manufacturers to make informed decisions, streamline processes, and enhance overall productivity.

Data Lifecycle within Fabric

Our Solution Puts the Fabric Medallion Architecture into Consideration. The Bronze Layer is our raw zone(Simply raw data), the Silver layer is the enriched zone, and the Gold Layer is the Validated Zone(With data for Enterprise-wide use) Data Lifecycle

1. Data Ingestion & Processing

Storage in the Bronze Layer

We begin by collecting data from diverse sources, including IoT sensors, sales data, and supply chain information, and storing that in our Bronze Layer-Raw data Data Load

2. Transforming the Data for Silver Layer

Next, we attach the Lakehouse to the new notebook and transform the data for the silver layer image

Load data to Gold Layer

After transformation, we load our data to the Gold Layer- which consists of the Curated Data image

3. Data Visualization

We utilize PowerBI to generate the insights and detect the temperature changes beyond the threshold value using Data activator and send notifications via teams Temperature threshold

Or using the Data Activator UI image

Sample Alert from Data Activator

image

Getting Started

To Gain insights from the OptiManuAI solution, we built a custom copilot- ManuMate to help in the interpretation of the insights generated from the Fabric Solution

User Interaction:

  • ManuMate Copilot interacts with the users, answering their questions about the System, guiding them through its features, and helping them interpret the insights it generates

Data Exploration:

  • ManuMate Copilot explains the results generated by the predictive analytics engine from Fabric and Optimization algorithms in a user-friendly way. It provides recommendations based on these results

System Monitoring

  • ManuMate Copliot monitors the system's performance, alerting users to any potential issues or anomalies

Integration with Other Systems

  • ManuMate Copilot integrates with the rest of the company systems like ERP, CRM pulling in relevant data to provide a more comprehensive view of the manufacturing process

Continuous Learning

  • ManuMate Copilot learns from user interactions, continuously improves its ability to provide relevant and useful information

Security and Compliance

  • Just like any other copilot built with the help of Copilot studio, ManuMate Copilot ensures all interactions comply with relevant regulations and standards, and user data is secure.

License

OptiManuAI is licensed under the MIT License. Feel free to explore, modify, and distribute this solution according to the terms of the license.

optimanuai's People

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