Quickly ingest your data and get started
Leverage the solution’s Dataiku App to load your data and adapt the whole project to the specificities of your manufacturing processes seamlessly.
Explore !The goal of this adapt and apply solution is to show Factory Management and Operations teams how Dataiku can be used to improve the quality of your production and adjust your manufacturing processes in near real-time. More details on the specifics of the solution can be found on the knowledge base. This solution is only available on installed instances.
Business Overview
Providing products with consistent quality is at the forefront of priorities when operating in manufacturing. And it’s no surprise: consequences when facing a quality drop are multiple, ranging from an increase in production costs, pressure on supply chain management, increases in waste generation, and reduced sales down to fatalities and serious injuries. Overall, as quality drops alone can sustainably damage customer trust and company brand reputation, they demand tight surveillance. With Industry 4.0 accelerating possibilities for the gathering of data across factories and supply chains, industrial companies have an opportunity to become faster and more flexible to produce higher-quality goods at reduced costs.
On this journey to efficiency, Production Quality Control offers production engineers, quality engineers, and maintenance teams a way to quickly integrate the forecast of AI models in the surveillance of key manufacturing processes. Thanks to full AI explainability, this solution allows production engineers to identify the parameters most influencing the quality of their manufacturing processes. By moving to near real-time insights and developing scenario-based alerts, relevant operators receive timely notifications and can act early if any changes are detected. A needed step towards embedding AI in the day-to-day.
Highlights
- Easily ingest data from your manufacturing processes and improve production efficiency by training and deploying up-to-date AI models.
- Access a fully customizable production quality dashboard to provide insights to Production engineers, Quality engineers, and maintenance teams within the factory.
- Explain the root causes of your production defects using
explainable AI models and perform what-if analyses to simulate different operating conditions. - Leverage Dataiku streaming capabilities to move to anticipated production quality detection and give operators an opportunity to act early in the process.
Monitor with the Production Quality Dashboard
Use Dataiku’s AI-powered Production Quality Dashboard to follow your production and track the factors having the most impact on your production.
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Explain the root causes of your production defects
Run “what-if” analyses (i.e., qualitative sensibility analysis) to understand better the most important parameters that impact your production.
Explore !
Define scenarios and send alerts
Detect your production issues based on fully customizable triggers and send alerts to your operators to act early in production. Can be connected to your favorite communication platforms, such as Microsoft Teams, Slack, and more...
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Move to near-real-time insights
Get from reactive to real-time thanks to Dataiku's streaming capabilities.
Explore !