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Tridiagonal.ai + Cognite

Accelerating Digital Value for Process Industries

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. 

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Partnership 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 Oil & Gas Chemicals & Petrochemicals Life Sciences/Pharma Food, Beverage & CPG

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 Demo

Oil & 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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Chemicals & Petrochemicals Use Cases

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 Demo

Life 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 Demo

Food, 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.

Take a Demo

Interested in building industrial AI use cases in Cognite AI and Data Platform?

Share a few details about your use case, and the Tridiagonal.ai team will reach out to explore how we can help accelerate digital value for your operations. 

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