The standard boundaries between operational programs and enterprise intelligence are dissolving. As factories, utilities, and infrastructure generate terabytes of sensor information day by day, made accessible by means of operational expertise (OT) programs like Aveva CONNECT, a brand new paradigm is rising. One the place the convergence of data expertise (IT) and OT unlocks unprecedented worth by means of Information Intelligence. With Information Intelligence, everybody from operators to executives can work together with industrial programs by means of pure language, detect anomalies earlier than they grow to be expensive, and plan manufacturing primarily based on real-time market information. Organizations mastering this convergence are transitioning to extra worthwhile enterprise fashions and realizing a lean enterprise.
When OT information from Aveva programs (asset hierarchy, gear efficiency, and atmospheric sensors) merges with IT information (market information, useful resource plans, and provide chain forecasts), a whole working image of the worth chain turns into seen. This complete perspective allows a repeatable solution to infuse AI into enterprise processes and use instances, from root trigger evaluation and manufacturing movement optimization to vitality and useful resource effectivity.
Demonstrating Convergence with Compressor Monitoring
Monitoring asset efficiency from vital infrastructure like compressors is vital to resilient operations. Whereas operations gather huge volumes of sensor and gear information, this information is usually unfold throughout a number of programs and inaccessible to operators within the subject or machine studying consultants within the workplace on the proper time with the best context. The Aveva CONNECT integration with Databricks makes monitoring asset efficiency repeatable and scalable. Let’s present you ways.
Scalable Integration of Various Industrial Information
Step one is unifying information right into a Lakehouse structure, an open information administration structure that mixes the pliability, cost-efficiency, and scale of information lakes with the info administration and ACID transactions of information warehouses. The standardized bidirectional integration enabled by CONNECT by way of Delta Sharing makes OT information seem natively alongside all different information sources inside Databricks. This information structure permits for the holistic monitoring of hundreds of compressors inside the OT information catalog to be mixed with text-based upkeep data and real-time high-fidelity climate information catalogs. As soon as unified by means of a medallion structure, visualization and synthetic intelligence grow to be simple by means of AI-assisted instruments like AI/BI and the Mosaic AI Agent Framework constructed into the Databricks Platform.
The dashboard above, constructed on Databricks AI/BI, visualizes time-series information streaming in from sensors situated on a set of compressors. Readings on attributes akin to bearing temperature or inlet temperature permit for real-time monitoring of the well being and efficiency of those property. Superior algorithms like multimodal anomaly detection could be utilized to the converged time-series sign and real-time climate situations, enhancing the operational image for operations personnel.
Governing Industrial Information for All
With information seen and totally ruled in a central location, operations groups can view asset particulars tailor-made to their roles and attributes. Under, we are able to see info displayed concerning asset varieties, manufacturing particulars, and the service info for respective compressors. This view will mechanically replicate the entry permissions of the logged-in consumer, so a upkeep consumer might solely see service info, whereas a manufacturing facility supervisor may see all of the monetary KPIs alongside service info while not having to duplicate information or the dashboard.
Increasing Information Influence with Pure Language Enterprise Intelligence
To democratize analytics consumption, AI/BI additionally gives pure language capabilities that may empower area consultants to acquire insights with out counting on technical groups outfitted with conventional evaluation expertise, akin to SQL. For example, customers can leverage Genie to ask follow-up questions:
The consumer may ask questions associated to upkeep service schedules for these compressor models:
With entry to IT and OT made easy, lean operations grow to be attainable by means of the supply of use instances akin to predictive upkeep, vitality optimization, real-time high quality management, and provide chain synchronization. Enterprises which can be embracing this convergence are fixing right this moment’s operational challenges and constructing a basis to repeatedly innovate as AI transformation reshapes their enterprise processes.
Information Intelligence as the muse for IT/OT Convergence
Industrials embracing Information Intelligence on Databricks by means of the unification of Aveva OT information alongside different main enterprise information programs like SAP, Salesforce, Workday, Kinaxis, and extra gives a complete understanding of a company’s information and its utilization. The instance of compressor well being monitoring is one among many use instances industrials are doing right this moment to reshape enterprise processes with AI brokers. By balancing human experience and expertise, industrials are attaining price financial savings by means of lowered unplanned downtime, elevated earnings by means of responsive manufacturing primarily based on real-time market pricing, and reductions in security incidents by means of proactive alerts of hazardous environmental situations. In the end, the Databricks Platform performs a vital position in maximizing the worth of your enterprise programs like Aveva by means of data-driven competitiveness, scalable intelligence, and strong governance by means of the orchestration of Information Intelligence.
Rewatch Unlocking Industrial Intelligence with Aveva and Agnico Eagle and Aveva and Databricks IT-OT Convergence for Industrial Intelligence at Scale from Information + AI Summit 2025, displaying how the seamless, no-code, zero-copy answer – powered by Delta Sharing and CONNECT – allows firms to mix IT and OT information effortlessly.
