Industrial Software is Failing the Frontline
For decades, a digital divide has persisted between the "carpeted" corporate office and the "uncarpeted" factory floor. While modern software has revolutionized standard corporate operations, industrial teams have been forced to work across fragmented, disconnected systems. In these high-stakes environments, domain expertise remains siloed, data is vastly more complex, and digital solutions that support daily operational needs have historically been underwhelming.
Today, the pressure is mounting. Industrial organizations face a perfect storm of geopolitical tensions, soaring energy demands, and a critical need for data sovereignty. The "old way"—characterized by manual data gathering and 3-5 month development cycles—is no longer enough to keep pace with modern operational demands.
Industrial heroes, the critical workers on the front lines, deserve better. Software should adapt to the user, rather than forcing the user to adapt to the software. Frontline teams need a way to move from insights to action quickly, turning their deep domain expertise into enterprise-wide value.
The Action Layer for Industry

Cognite Flows™ is the action layer of the Cognite Industrial AI and Data Platform. It redefines industrial software and sets a new standard for how frontline teams engage with AI and data:
- Adaptive Experiences: Persona-based, AI-native dashboards and omni-present chat ensure the right information surfaces exactly when it's needed.
- Native Applications: Ready-to-use, configurable apps such as Cognite’s Industrial Canvas, Charts, Maintain, and InField enable the immediate deployment of proven workflows.
- Custom Applications: Agentic coding integrations for certified builders to rapidly deploy tailored applications for complex challenges 100x faster than traditional methods.
Real-World Impact
Flows streamlines the interface between AI and operations, increasing throughput, eliminating downtime, and improving overall operational efficiencies. The value of Flows is already being realized by over 50 enabled customers:
- 30x Faster Time-to-Value: A top global pharma company delivered AI workflows in just four days, bypassing traditional "design-by-committee" bottlenecks.
- 70% Reduction in Manual Tasks: Automated control limit analysis has freed up expert capacity by drastically reducing manual data gathering for one Global Process Manufacturer.
- Proactive Operations: Companies like Aker BP are using AI-guided workflows to fast-track anomaly detection and prolong asset lifespan.
Built for your Industrial Reality
What makes Cognite the only company capable of delivering this experience is a technical foundation built specifically for the rigor of heavy industry. While general-purpose AI tools struggle with low-latency, high-volume industrial data, Flows succeeds because it is grounded in Cognite’s Industrial Knowledge Graph and Industrial AI capabilities.
The Industrial Knowledge Graph
At the core of Flows is a real-time Industrial Knowledge Graph. Unlike standard databases, this graph understands and maps the complex, multi-dimensional relationships between IT, OT, and engineering data. It provides a responsive and reliable experience for the user so they can easily query and navigate industrial data without the process being slow and fragmented
- Deep Semantic Modeling: Purpose-built to extract rich operational context from complex engineering sources, such as P&IDs and engineering drawings, enabling deep semantic modeling of industrial assets.
- Comprehensive Data Contextualization: Uniquely capable of integrating real-time quantitative data with language-based information, creating a comprehensive, searchable knowledge base that reflects operational reality.
- Proven Efficiency: Organizations achieve an 85% reduction in the time taken to digitize and contextualize documents and a 70% reduction in manual data gathering.

Industrial AI Capabilities
Generic AI tools often fail in industrial settings because it lacks context. Cognite’s Industrial AI capabilities are grounded in your industrial reality, making the output trustworthy and reliable for high-stakes operations.
- Reliability through Context: Unlike general AI, Cognite’s agents are powered by a knowledge graph that contextualizes messy, diverse data across thousands of assets.
- Built for industry: Specifically designed to understand engineering drawings, P&IDs, and live sensor data and automate complex tasks.
- Agentic Workforce Management: Build, deploy, and manage a high-fidelity agentic workforce on a foundation that understands industrial semantics.
An Open Ecosystem That Scales Intelligence
Flows provide unrestricted access to any AI development tool (like Cursor or Claude), any LLM, any cloud, and any certified partner, along with specialized SDKs and a library of modular building blocks that make it easy to build and accelerate development while ensuring enterprise-grade reliability. But it doesn't just offer flexibility; it changes the economics of industrial innovation through a truly open ecosystem.
Because all Flows applications —whether built by you, a partner, or Cognite—are grounded in the same Industrial Knowledge Graph, intelligence is portable by design. This means a high-ROI workflow solved at one site can be scaled across thousands of similar assets and sites instantly.
Additionally, every application built becomes a permanent asset within the graph rather than an isolated silo. As a result, every new application makes the entire ecosystem smarter, delivering compounding ROI and ensuring full interoperability across your enterprise.
The Future of Industry Starts Now
Industry can’t wait for software to catch up to their operations. It’s time to empower your industrial heroes with the tools they deserve and start building production-grade solutions 100x faster today.
What’s next? Learn how put the power in the hands of Industrial Heroes to move from pilots to full production in weeks.

