Tridiagonal.ai + Cognite
Leverage Tridiagonal.ai’s deep expertise in process engineering, industrial data, and applied AI to build high-impact operational use cases in Cognite AI and Data Platform.
Explore Use CasesPartnership Overview
Tridiagonal.ai partners with Cognite to help process-industry organizations convert contextualized industrial data into scalable, production-ready AI applications.
Cognite provides a robust industrial data foundation through Cognite AI and Data Platform, while Tridiagonal.ai builds domain-driven AI solutions that address real operational challenges across plants.
From Data Foundation to Operational Value
Cognite AI and Data Platform
- Contextualizes time-series, assets, events, and documents
- Provides a trusted, scalable industrial data layer
Tridiagonal.ai Solutions
- Process- and equipment-aware AI models
- Context-driven analytics and optimization
- Explainable insights and decision workflows
Business Outcomes
- Faster time to value
- Improved reliability, efficiency, and performance
- Scalable deployment across plants
All Industries Use Cases
Maintenance Planner AI – Function & Task Validation
Work order planning needs accurate data like functional locations, task lists, job plans, and vendor details.
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Chat P&ID
AI Assistant for interacting with P&IDs. The material flow and instrumentation tags can be easily extracted from P&IDs.
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Data Quality Agent
Explore the quality of textual and time series data to check for the suitability for ML Models.
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Maintenance SOP Agent
Enables fast access to knowledge and expertise encoded in the SOP document in an enterprise. Take a DemoOil & Gas Use Cases
SMR Reformer Performance Optimization (Hydrogen Production)
Optimizes reformer outlet temperature, steam-to-carbon ratio, and feedstock blend to maximize hydrogen yield and efficiency while minimizing tube damage risk.
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Heat Exchanger Fouling Monitoring
Tracks heat exchanger performance to optimize cleaning schedules.
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Preheat Train Fouling Monitoring for Crude Units
Monitors the fouling progression throughout the crude unit run length for effective management and maintenance of heat exchangers.
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Furnace Performance Optimization (Ethylene Cracker)
Optimizes cracking furnace feed and settings for higher yield and efficiency for furnaces.
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TMT Prediction Using Soft Sensors in Ethylene Furnaces
Optimizes the run length schedule to maximize furnace efficiency and production. Take a DemoLife Sciences/Pharma Use - Cases
Pharmaceutical Overall Equipment Effectiveness (OEE)
Pharmaceutical manufacturing plants face persistent losses in Overall Equipment Effectiveness (OEE) due to unplanned downtime, suboptimal machine speeds, and quality failures. These inefficiencies lead to reduced throughput, missed production targets, increased cost per batch. Take a Demo
Golden Batch analysis
The lack of real-time detection and correction of process deviations prevents consistent reproduction of Golden Batch quality, leading to reduced yield, higher cost of quality, and delayed production timelines in pharma manufacturing. Take a DemoFood, Beverage & CPG Use Cases
Fuel Consumption optimization for Distillery with surge in Demand
Distilleries face rising steam and fuel costs due to fluctuating demand, inefficient boiler operations, and reactive maintenance. Siloed DCS, LIMS, and SAP data limit real-time decision-making, leading to higher production costs, unplanned downtime, and procurement delays.
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