Cognite Data Fusion® for Batch Manufacturing
Manufacturers that are operating a batch process are under pressure to reduce production time, improve product quality, and reduce scrap costs.
Cognite Data Fusion® enables these manufacturers to improve how their data is accessed and used to improve operational excellence and maximize production.

Batch Manufacturing processes have an industrial data problem
What can technology do for your frontline workers, subject matter experts, and data scientists? While most have invested in digital programs to deliver predictable operations, reduce energy consumption, respond to changes faster, and upskill their workforce, many still struggle to move beyond lighthouse projects and realize ROI at scale.
Siloed industrial data
Structured and unstructured data remains in disparate systems such as historians, ERP, CMMS, IoT platforms, etc., making data difficult to find, access, and use.
Lack of context
Data relationships remain largely unmapped, putting the burden on subject matter experts to understand and interpret what the data means.
Inability to scale use cases
Today, scaling is largely a manual process as use cases are developed individually, at high cost, and with little repeatability.
Deliver operational excellence across diverse sites
Batch manufacturers want to more easily replicate golden batches across lines and sites, but it is often challenging to confidently identify what parts of the process are contributing defects or other quality issues. This is due to unique data source systems, instrumentation, and processes that exist at greenfield and brownfield sites.
Improve operational excellence across your operations by integrating and normalizing structured and unstructured data with simple access to complex industrial data. Leverage automation, domain data models, and quality monitoring tools to make data speak human with more context and granularity than ever before.

Unlock and scale brownfield asset performance management
Aging assets and diverse equipment create additional challenges, resulting in a disproportionate amount of reactive responses to unplanned process disruptions.
Deliver industrial digital twins to equip your organization with consolidated views of critical operations for condition monitoring and advanced analytics. Leverage work orders, event logs, and time series data to deliver prescriptive insights with less effort and an improved user experience.

More quickly assess root causes of production issues
Garbage in = garbage out.
People need data they can trust to make high-quality decisions. Solutions that improve operations require time series that are of sufficient data quality. . With data quality rules, quickly verify that recommendations from analytics models can be trusted.
Use Cognite’s industrial data science library and data profiling features to perform on-the-fly evaluations, no data exports or Excel files required.

Create a trusted data foundation to deploy and scale operational excellence
Cognite Data Fusion® offers a more scalable and sustainable approach to industrial data management that puts data directly into the hands of experts and data scientists. Compared to existing analytics vendors that you may already be contracting with, our software is built to solve the foundational data problem.
Simple access to complex industrial data
Cognite Data Fusion® connects diverse data sources (historians, IoT platforms, MES, ERP, CMMS, PLM, engineering/design data, etc.) for secure, unified access. Utilize its no-code calculation engine for improved decision-making with time series, events, and engineering documents in one workspace. With this, you can calculate cross-site KPIs for production, maintenance, and ESG using normalized data, such as overall equipment effectiveness (OEE), mean time between failure, emissions, energy load, and emissions per unit.

Open, extensible, and secure
Provide easy access to data through pre-established connections to popular solutions and applications, such as Grafana and PowerBI.
Create personalized views of solutions and dashboards, organized by areas of focus such as operations, maintenance, and quality, as well as by functional areas such as production and engineering.
Offer the ability to iterate and improve key performance indicators over time through flexible data modeling, and adopt a scalable approach to gaining insights.

Industrial, simple, scalable
Tackle the data problem first and foremost to give complete visibility to your operations. Cognite Data Fusion® is at its core:
- Industrial - Prebuilt calculations and a no-code calculation engine for analysis
- Simple - Access insights using tools and applications experts already know
- Scalable - Templatizing KPIs and dashboards across sites using normalized data

Explore what's possible with Cognite Data Fusion®
Cognite Product Tour 2023: Data-driven Asset Performance Management
Leverage Industrial DataOps for APM-friendly Digital Twins.
In this product tour of data-driven APM you will:
- Deep-dive into what is new with data-driven APM
- Learn how the sum value of individual APM use cases can be much greater than each use case in isolation (1+1+1=5)
- Hear from customers, partners, and product experts