Skip to main content
Skip to footer
Click here or press enter to go to homepage Click here or press enter to go to homepage
  • What we do
  • Who we are
  • Insights
  • Careers
  • Newsroom
  • Investors
Contact us
tata.com logotata.com logoOpen in New Tab

Where adaptability meets advantage

At TCS, we don’t just help businesses transform. We help them become perpetually adaptive enterprises, built to evolve continuously and confidently in a world of constant change.

Adaptability starts here
  • Industries
  • Services
  • Products and Platforms
  • Research & Innovation
  • Alliances
  • Banking
  • Capital Markets
  • Consumer Packaged Goods and Distribution
  • Communications, Media, and Information Services
  • Education
  • Energy, Resources, and Utilities
  • Healthcare
  • High Tech
  • Insurance
  • Life Sciences
  • Manufacturing
  • Public Services
  • Retail
  • Travel and Logistics
  • Artificial Intelligence and Data & Analytics
  • Cloud
  • Cognitive Business Operations
  • Consulting
  • Cybersecurity
  • Enterprise Solutions
  • IoT and Digital Engineering
  • Network Solutions and Services
  • TCS Interactive
  • Sustainability Services
  • TCS ADD™
  • TCS BANCS™
  • TCS BFSI Platforms
  • TCS CHROMA™
  • TCS Customer Intelligence & Insights™
  • TCS ERP on Cloud
  • ignio™
  • TCS iON™
  • TCS HOBS™
  • TCS Intelligent Urban Exchange™
  • TCS OmniStore™
  • TCS Optumera™
  • TCS Tap™
  • Quartz™ – The Smart Ledgers™
  • TCS TwinX™
  • TCS MasterCraft™
  • Jile™
  • TCS DigiBOLT™
  • TCS AI WisdomNext™
  • TCS Research
  • TCS Pace™
Where adaptability meets advantage
  • Industries expand here
    • Banking
    • Capital Markets
    • Consumer Packaged Goods and Distribution
    • Communications, Media, and Information Services
    • Education
    • Energy, Resources, and Utilities
    • Healthcare
    • High Tech
    • Insurance
    • Life Sciences
    • Manufacturing
    • Public Services
    • Retail
    • Travel and Logistics
  • Services expand here
    • Artificial Intelligence and Data & Analytics
    • Cloud
    • Cognitive Business Operations
    • Consulting
    • Cybersecurity
    • Enterprise Solutions
    • IoT and Digital Engineering
    • Network Solutions and Services
    • TCS Interactive
    • Sustainability Services
  • Products and Platforms expand here
    • TCS ADD™
    • TCS BANCS™
    • TCS BFSI Platforms
    • TCS CHROMA™
    • TCS Customer Intelligence & Insights™
    • TCS ERP on Cloud
    • ignio™
    • TCS iON™
    • TCS HOBS™
    • TCS Intelligent Urban Exchange™
    • TCS OmniStore™
    • TCS Optumera™
    • TCS Tap™
    • Quartz™ – The Smart Ledgers™
    • TCS TwinX™
    • TCS MasterCraft™
    • Jile™
    • TCS DigiBOLT™
    • TCS AI WisdomNext™
  • Research & Innovation expand here
    • TCS Research
    • TCS Pace™
  • Alliances
  • We deliver excellence and create value for customers and communities.

    Our expert, committed team put our shared values into action – every day. With the best talent and the latest technology we help customers turn complexity into opportunities and create meaningful change.

    Discover the difference
    • Brand
    • Leadership
    • Community
    • Sustainability
    • Inclusion
    • Values
    We deliver excellence and create value for customers and communities.
  • Brand
  • Leadership
  • Community
  • Sustainability
  • Inclusion
  • Values
  • Discover why customers choose TCS

    We are a digital transformation and technology partner of choice for industry-leading organizations worldwide.

    Read our customer success stories.
    • Events
    • Analyst Recognition
    • Global Studies

    Upcoming events

    27 Dec 2025 TCS at Guidewire Connections 2025
    01 Dec 2025 TCS at AWS re:Invent 2025
    18 Nov 2025 TCS is a Gamechanger Sponsor of Microsoft Ignite 2025
    View all

    Recent recognitions

    15 Oct 2025 From Technical Liability to Digital Dominance: Plaza Premium Group’s Bold Transformation
    06 Oct 2025 Unlocking the Future: 6G & AI for Telcos
    18 Sep 2025 Emirates NBD Transforms Payments and Reengineers Banking Operations
    View all
    Discover why customers choose TCS
  • Events
  • Analyst Recognition
  • Global Studies
  • Want to be a global change-maker? Join our team.

    At TCS, we believe exceptional work begins with hiring, celebrating and nurturing the best people — from all walks of life.

    Join us
    • India
    • Americas
    • Asia Pacific
    • Europe and UK
    • Middle East and Africa
    • India
    • Argentina
    • Brazil
    • Canada
    • Chile
    • Colombia
    • Ecuador
    • Mexico
    • Peru
    • Uruguay
    • USA
    • Australia
    • Mainland China
    • Hong Kong SAR
    • Indonesia
    • Japan
    • Malaysia
    • New Zealand
    • Philippines
    • Republic of Korea
    • Singapore
    • Chinese Taipei
    • Thailand
    • Belgium
    • Denmark
    • Estonia
    • Finland
    • France
    • Germany
    • Hungary
    • Ireland
    • Italy
    • Luxembourg
    • Netherlands
    • Norway
    • Poland
    • Portugal
    • Spain
    • Sweden
    • Switzerland
    • United Kingdom
    • Bahrain
    • Israel
    • Kuwait
    • Qatar
    • Saudi Arabia
    • South Africa
    • United Arab Emirates
    Want to be a global change-maker? Join our team.
  • India expand here
    • India
  • Americas expand here
    • Argentina
    • Brazil
    • Canada
    • Chile
    • Colombia
    • Ecuador
    • Mexico
    • Peru
    • Uruguay
    • USA
  • Asia Pacific expand here
    • Australia
    • Mainland China
    • Hong Kong SAR
    • Indonesia
    • Japan
    • Malaysia
    • New Zealand
    • Philippines
    • Republic of Korea
    • Singapore
    • Chinese Taipei
    • Thailand
  • Europe and UK expand here
    • Belgium
    • Denmark
    • Estonia
    • Finland
    • France
    • Germany
    • Hungary
    • Ireland
    • Italy
    • Luxembourg
    • Netherlands
    • Norway
    • Poland
    • Portugal
    • Spain
    • Sweden
    • Switzerland
    • United Kingdom
  • Middle East and Africa expand here
    • Bahrain
    • Israel
    • Kuwait
    • Qatar
    • Saudi Arabia
    • South Africa
    • United Arab Emirates
  • Find the latest news about TCS

    Stay up-to-date on all press announcements by TCS

    Discover more
    • News Alerts
    • Media Kit

    Recent News

    16 Oct 2025 TCS and Infineon Partner to Redefine Digital Experience and Accelerate Sales Growth
    16 Oct 2025 NCVET Selected TCS to Develop a Portal Aimed at Democratizing the Vocational Skill Development Ecosystem in India
    19 Sep 2025 TCS Interactive Opens Flagship Studio in New York City to Drive Innovation-led Experiences
    View all
    Find the latest news about TCS
  • News Alerts
  • Media Kit
  • Tata Consultancy Services Limited
    NSE:TCS
    INR
    Discover more Q1FY26 Debrief
    • Management Commentary
    • Financials
    • News and Events
    • ESG
    • Resources
    • Latest Quarter Commentary
    • Annual Report Section
    • Quarterly Earnings Reports
    • Download TCS Data Sheet
    • Erstwhile CMC Financials
    • Press Releases
    • Corporate Actions
    • Events
    • Calendar
    • Environment
    • Social
    • Governance
    • Policies and Reports
    • Stakeholder Engagement and Enterprise Risk Management
    • Investor FAQs
    • eTDS Portal
    • Stock Information
    • Analyst Coverage
    • Subsidiaries
    • Subscribe to Investor Updates
    • Unclaimed Dividend Information
  • Management Commentary expand here
    • Latest Quarter Commentary
    • Annual Report Section
  • Financials expand here
    • Quarterly Earnings Reports
    • Download TCS Data Sheet
    • Erstwhile CMC Financials
  • News and Events expand here
    • Press Releases
    • Corporate Actions
    • Events
    • Calendar
  • ESG expand here
    • Environment
    • Social
    • Governance
    • Policies and Reports
    • Stakeholder Engagement and Enterprise Risk Management
  • Resources expand here
    • Investor FAQs
    • eTDS Portal
    • Stock Information
    • Analyst Coverage
    • Subsidiaries
    • Subscribe to Investor Updates
    • Unclaimed Dividend Information
  • Click here or press enter to go to homepage Click here or press enter to go to homepage Opens in new tab tata.com logo tata.com logoOpen in New Tab
    What we do

    Where adaptability meets advantage

    At TCS, we don’t just help businesses transform. We help them become perpetually adaptive enterprises, built to evolve continuously and confidently in a world of constant change.

    Adaptability starts here
    • Industries
    • Services
    • Products and Platforms
    • Research & Innovation
    • Alliances
    • Banking
    • Capital Markets
    • Consumer Packaged Goods and Distribution
    • Communications, Media, and Information Services
    • Education
    • Energy, Resources, and Utilities
    • Healthcare
    • High Tech
    • Insurance
    • Life Sciences
    • Manufacturing
    • Public Services
    • Retail
    • Travel and Logistics
    • Artificial Intelligence and Data & Analytics
    • Cloud
    • Cognitive Business Operations
    • Consulting
    • Cybersecurity
    • Enterprise Solutions
    • IoT and Digital Engineering
    • Network Solutions and Services
    • TCS Interactive
    • Sustainability Services
    • TCS ADD™
    • TCS BANCS™
    • TCS BFSI Platforms
    • TCS CHROMA™
    • TCS Customer Intelligence & Insights™
    • TCS ERP on Cloud
    • ignio™
    • TCS iON™
    • TCS HOBS™
    • TCS Intelligent Urban Exchange™
    • TCS OmniStore™
    • TCS Optumera™
    • TCS Tap™
    • Quartz™ – The Smart Ledgers™
    • TCS TwinX™
    • TCS MasterCraft™
    • Jile™
    • TCS DigiBOLT™
    • TCS AI WisdomNext™
    • TCS Research
    • TCS Pace™
    Where adaptability meets advantage
  • Industries expand here
    • Banking
    • Capital Markets
    • Consumer Packaged Goods and Distribution
    • Communications, Media, and Information Services
    • Education
    • Energy, Resources, and Utilities
    • Healthcare
    • High Tech
    • Insurance
    • Life Sciences
    • Manufacturing
    • Public Services
    • Retail
    • Travel and Logistics
  • Services expand here
    • Artificial Intelligence and Data & Analytics
    • Cloud
    • Cognitive Business Operations
    • Consulting
    • Cybersecurity
    • Enterprise Solutions
    • IoT and Digital Engineering
    • Network Solutions and Services
    • TCS Interactive
    • Sustainability Services
  • Products and Platforms expand here
    • TCS ADD™
    • TCS BANCS™
    • TCS BFSI Platforms
    • TCS CHROMA™
    • TCS Customer Intelligence & Insights™
    • TCS ERP on Cloud
    • ignio™
    • TCS iON™
    • TCS HOBS™
    • TCS Intelligent Urban Exchange™
    • TCS OmniStore™
    • TCS Optumera™
    • TCS Tap™
    • Quartz™ – The Smart Ledgers™
    • TCS TwinX™
    • TCS MasterCraft™
    • Jile™
    • TCS DigiBOLT™
    • TCS AI WisdomNext™
  • Research & Innovation expand here
    • TCS Research
    • TCS Pace™
  • Alliances
  • Who we are

    We deliver excellence and create value for customers and communities.

    Our expert, committed team put our shared values into action – every day. With the best talent and the latest technology we help customers turn complexity into opportunities and create meaningful change.

    Discover the difference
    • Brand
    • Leadership
    • Community
    • Sustainability
    • Inclusion
    • Values
    We deliver excellence and create value for customers and communities.
  • Brand
  • Leadership
  • Community
  • Sustainability
  • Inclusion
  • Values
  • Insights

    Discover why customers choose TCS

    We are a digital transformation and technology partner of choice for industry-leading organizations worldwide.

    Read our customer success stories.
    • Events
    • Analyst Recognition
    • Global Studies

    Upcoming events

    27 Dec 2025 TCS at Guidewire Connections 2025
    01 Dec 2025 TCS at AWS re:Invent 2025
    18 Nov 2025 TCS is a Gamechanger Sponsor of Microsoft Ignite 2025
    View all

    Recent recognitions

    15 Oct 2025 From Technical Liability to Digital Dominance: Plaza Premium Group’s Bold Transformation
    06 Oct 2025 Unlocking the Future: 6G & AI for Telcos
    18 Sep 2025 Emirates NBD Transforms Payments and Reengineers Banking Operations
    View all
    Discover why customers choose TCS
  • Events
  • Analyst Recognition
  • Global Studies
  • Careers

    Want to be a global change-maker? Join our team.

    At TCS, we believe exceptional work begins with hiring, celebrating and nurturing the best people — from all walks of life.

    Join us
    • India
    • Americas
    • Asia Pacific
    • Europe and UK
    • Middle East and Africa
    • India
    • Argentina
    • Brazil
    • Canada
    • Chile
    • Colombia
    • Ecuador
    • Mexico
    • Peru
    • Uruguay
    • USA
    • Australia
    • Mainland China
    • Hong Kong SAR
    • Indonesia
    • Japan
    • Malaysia
    • New Zealand
    • Philippines
    • Republic of Korea
    • Singapore
    • Chinese Taipei
    • Thailand
    • Belgium
    • Denmark
    • Estonia
    • Finland
    • France
    • Germany
    • Hungary
    • Ireland
    • Italy
    • Luxembourg
    • Netherlands
    • Norway
    • Poland
    • Portugal
    • Spain
    • Sweden
    • Switzerland
    • United Kingdom
    • Bahrain
    • Israel
    • Kuwait
    • Qatar
    • Saudi Arabia
    • South Africa
    • United Arab Emirates
    Want to be a global change-maker? Join our team.
  • India expand here
    • India
  • Americas expand here
    • Argentina
    • Brazil
    • Canada
    • Chile
    • Colombia
    • Ecuador
    • Mexico
    • Peru
    • Uruguay
    • USA
  • Asia Pacific expand here
    • Australia
    • Mainland China
    • Hong Kong SAR
    • Indonesia
    • Japan
    • Malaysia
    • New Zealand
    • Philippines
    • Republic of Korea
    • Singapore
    • Chinese Taipei
    • Thailand
  • Europe and UK expand here
    • Belgium
    • Denmark
    • Estonia
    • Finland
    • France
    • Germany
    • Hungary
    • Ireland
    • Italy
    • Luxembourg
    • Netherlands
    • Norway
    • Poland
    • Portugal
    • Spain
    • Sweden
    • Switzerland
    • United Kingdom
  • Middle East and Africa expand here
    • Bahrain
    • Israel
    • Kuwait
    • Qatar
    • Saudi Arabia
    • South Africa
    • United Arab Emirates
  • Newsroom

    Find the latest news about TCS

    Stay up-to-date on all press announcements by TCS

    Discover more
    • News Alerts
    • Media Kit

    Recent News

    16 Oct 2025 TCS and Infineon Partner to Redefine Digital Experience and Accelerate Sales Growth
    16 Oct 2025 NCVET Selected TCS to Develop a Portal Aimed at Democratizing the Vocational Skill Development Ecosystem in India
    19 Sep 2025 TCS Interactive Opens Flagship Studio in New York City to Drive Innovation-led Experiences
    View all
    Find the latest news about TCS
  • News Alerts
  • Media Kit
  • Investors

    Tata Consultancy Services Limited
    NSE:TCS
    INR
    Discover more Q1FY26 Debrief
    • Management Commentary
    • Financials
    • News and Events
    • ESG
    • Resources
    • Latest Quarter Commentary
    • Annual Report Section
    • Quarterly Earnings Reports
    • Download TCS Data Sheet
    • Erstwhile CMC Financials
    • Press Releases
    • Corporate Actions
    • Events
    • Calendar
    • Environment
    • Social
    • Governance
    • Policies and Reports
    • Stakeholder Engagement and Enterprise Risk Management
    • Investor FAQs
    • eTDS Portal
    • Stock Information
    • Analyst Coverage
    • Subsidiaries
    • Subscribe to Investor Updates
    • Unclaimed Dividend Information
  • Management Commentary expand here
    • Latest Quarter Commentary
    • Annual Report Section
  • Financials expand here
    • Quarterly Earnings Reports
    • Download TCS Data Sheet
    • Erstwhile CMC Financials
  • News and Events expand here
    • Press Releases
    • Corporate Actions
    • Events
    • Calendar
  • ESG expand here
    • Environment
    • Social
    • Governance
    • Policies and Reports
    • Stakeholder Engagement and Enterprise Risk Management
  • Resources expand here
    • Investor FAQs
    • eTDS Portal
    • Stock Information
    • Analyst Coverage
    • Subsidiaries
    • Subscribe to Investor Updates
    • Unclaimed Dividend Information
    Contact us
    tata.com logo tata.com logo Opens in new tab
    Top Results
    Showing
    10
    01 - 07
    • What We Do
    • Research

    Driving engineering decisions through digital transformation

    A technology platform to aid engineers across design and operations that helps make informed, real-time decisions.

    You have these already downloaded

    We have sent you a copy of the report to your email again.

    Research and Innovation

    TCS Research This will open an overlay

    TCS Research: Inventing to build sustainable futures

    TCS Research focuses at the intersection of computing and the physical, biological, behavioral, and mathematical sciences to build sustainable futures.
    Learn More
     about TCS Research: Inventing to build sustainable futures
    pace-banner
    Related Insights
    Future of Payments: From Money Movement to Value Exchange
    Know about value exchange, driven by digital wallet adoption, tokenization, and regulatory framework, and how it is rapidly evolving beyond traditional payments.
    White Paper
    11 Sep 2025
    Beyond the advantages and benefits of low-code no-code platforms
    Read how organizations can successfully adopt low-code no-code platforms, thus accelerating product launches, business innovation, and process automation.
    White Paper
    02 Aug 2022
    Remote Sensing Small Satellites for Infrastructure Monitoring in India
    Leveraging synthetic aperture radar (SAR) payload, learn how the constellation of remote sensing small satellite systems can assist infrastructure monitoring.
    Research
    27 Feb 2023

    In this article

    Overview   inpage
    The Technology   inpage
    Select Applications   inpage
    Potential Benefits   inpage
    Overview inpage
    The Technology inpage
    Select Applications inpage
    Potential Benefits inpage
    Back to top Go to top
    In this articleinpage
    Go to top
    Overview The Technology Select Applications Potential Benefits

    Overview

    The successful realization of Engineering 4.0 needs the creation of a digital thread with digital twins and contextual knowledge that drives engineering decisions across product design, manufacturing and process operations, and in-service in an integrated fashion. This would require a knowledge-guided engineering analysis with automation and integration of various steps using physics-based simulations, machine learning over data, and formal decision-support tools.

    TCS Research is working on building a technology platform that can aid engineers across design and operations in making informed decisions in real time. These decisions are backed by the contextual delivery of knowledge from a digitally curated knowledge base supported by automation across complex tools and data. The technology platform being developed has been tested in diverse environments with considerable benefits and is continuously being enhanced with further research.

    A technology framework to help engineers make better decisions on design and operations

    An illustration depicting a technology platform powered by capabilities like decision support systems, modeling and simulation, analytics, and digital twins. The decision-making capabilities are backed by contextual knowledge delivery from a digitally curated knowledge base. This knowledge repository is supported by automation across complex tools and data. The capabilities drive engineering decisions across product design, manufacturing, process operations, and services in an integrated fashion.

    Technology Description

    The technology stack is developed based on a model-driven engineering framework which allows for formal specification of various entities through appropriate metamodels. This provides the flexibility to define various things at a higher level of abstraction and convert them to executable entities. Our metamodels, carefully developed for the engineering domain involving products, materials, manufacturing processes, and so on, provide a means to define subject-specific ontology. This ontology serves as ‘a semantic language’ for the expression of knowledge and data that helps achieve seamless integration between different elements of design and decision processes as shown in the image. A knowledge model allows for digital curation of knowledge in a machine-interpretable fashion on which in-silico contextual reasoning can be carried out. A process engine is guided by this knowledge to interact with the user and execute relevant tools with data in a seamless decision framework. Finally, past decisions made by the engineers is captured for further development of the knowledge base.

    An engineering framework to seamlessly integrate elements in design and decision processes

    This graphic depicts a model-driven engineering framework to integrate different elements of design and decision processes. Key elements featured in the framework include the following One: Machine learning / knowledge mining, comprising an input layer, hidden layers in between, and an output layer Two: Data sources / simulation. This includes computer aided design, simulation, data, and testing Three: Engineering / decision processes Four: Knowledge elements, comprising models, functions, procedures, documents, and expert inputs Five: Domain representation Six: Knowledge repository

    Select Applications

    Machine interpretable digitalization of design handbook knowledge, enabling automated verification of structural elements of an aircraft
    Benefit: Accelerate the product design process 

    Multi-scale simulation tools are integrated to aid design across product performance and manufacturing processes.
    Benefit: Make complex simulation based analysis available to designers

    A new paradigm for online FMEA or RCA with actionable knowledge curated from multiple documented sources
    Benefit: Advise operators on process risk and safety with reduced cognitive load

    A set of multi-scale simulation tools with digitally interpretable domain knowledge to decide on process setting in production of steel sheets
    Benefit: Enable field engineers to take decisions for variant product development thereby saving significant time


     

    Potential Benefits

     

    How the technology platform can help

    This illustration portrays the potential benefits of a technology platform that can help engineers across design and operations to make informed decisions. Here’s who benefits and how: 1. Plant personnel: Benefits include lowered cognitive load due to timely guidance under evolving scenarios; assistance in decision-making by way of leveraging past knowledge, simulation, and AI tools; creating autonomous operations 2. Product engineers: The platform helps this category by way of accelerated product development through timely delivery of contextual knowledge; knowledge-driven automation of design, analysis, and simulation; and systematic exploration of options to generate optimal designs  3. R&D engineers: Engineers in research and development stand to gain as the platform enables the digital transformation of core engineering functions. It future-proofs evolving engineering knowledge, and makes the enterprise engineering knowledge actionable   4. Business gains overall as the platform encourages the rapid development of methods for designers and operators; it helps create and curate knowledge and tools; it reduces experimentation and helps scale up faster with simulation and knowledge guidance

    Related reading

    1/4
    TCS Research

    Future of Payments: From Money Movement to Value Exchange

    White Paper | 11 Sep 2025   Opens in new tab
    2/4
    TCS Research Dinesh Srivasthav Puvvada Manoj Apte Vigneswaran R

    Leveraging AI-powered model for crypto money laundering detection

    White Paper | 29 Aug 2024   Opens in new tab
    3/4
    TCS Research

    Ecosystem Modeling in a Digitally Simulated Electricity Market

    White Paper | 21 Mar 2024   Opens in new tab
    4/4
    TCS Research

    Empowering Forest Landowners to Measure and Monetize Carbon Credits

    Article | 23 Jan 2024   Opens in new tab

    Adaptability starts here

    Reimagine your future.

    Connect with us
    Tata consultancy services
    ©2025 TATA Consultancy Services Limited
    ©2025 TATA Consultancy Services Limited
    • Privacy Notice
    • Cookie Policy
    • Accessibility Declaration
    • Disclaimer
    • Security Policy
    • California Notice at Collection
    • Customize Cookies
    More
    • Facebook Facebook   Open in New Tab
    • Youtube Youtube   Open in New Tab
    • Twitter-X Twitter-X   Open in New Tab
    • Instagram Instagram   Open in New Tab
    • linkedin linkedin   Open in New Tab
    Contact Contact Press Enter to open an overlay
    What’s on your mind?
    We’re here to help! Tell us what you’re looking for and we’ll get you connected to the right people.
    Request for Services
    Investor information
    Media contacts
    Looking for something else?
    Analyst relations
    CSR
    Partnership
    Website feedback
    Accessibility Adjustments

    Theme

    Font size

    A
    Default
    A

    Line height

    Default