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Perpetually Adaptive Enterprise

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.

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    What we do

    Perpetually Adaptive Enterprise

    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
    • Industrial Autonomy & Engineering
    • Network Solutions and Services
    • Sustainability Services
    • TCS Interactive
    • 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™
    Perpetually Adaptive Enterprise
  • 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
    • Industrial Autonomy & Engineering
    • Network Solutions and Services
    • Sustainability Services
    • TCS Interactive
  • 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

    About Us

    We deliver excellence and create value for customers and communities - everyday. With the best talent and the latest technology we help customers turn complexity into opportunities and create meaningful change.

    Discover the difference
    • Our Aspiration
    • Brand
    • Leadership
    • Community
    • Sustainability
    • Inclusion
    • Values
    About Us
  • Our Aspiration
  • Brand
  • Leadership
  • Community
  • Sustainability
  • Inclusion
  • Values
  • Insights

    TCS Insights

    Point of views, research, studies - on the latest themes - to help you expand your knowledge and be future ready.

    Start reading now
    • Customer Stories
    • Events
    • Analyst Recognition
    • Global Studies

    Upcoming events

    14 Apr 2026 Harnessing the Power of AI at TCS Life Sciences Forum 2026 New York
    16 Mar 2026 Experience the Future of AI with TCS at NVIDIA GTC 2026
    09 Mar 2026 TCS at SAP A&D Innovation Days 2026, Florida
    View all

    Recent recognitions

    16 Feb 2026 Everest Group Names TCS a Leader in P&C Insurance BPS
    05 Feb 2026 TCS a Leader in Transforming Mortgage and Loan Services
    02 Feb 2026 TCS is a Leader in Capital Markets Operations Services: Everest Group
    View all
    TCS Insights
  • Customer Stories
  • 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
    • Colombia (ES)
    • Ecuador
    • Mexico
    • Peru
    • Uruguay
    • USA
    • Australia
    • Mainland China
    • Hong Kong SAR
    • Indonesia
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    • 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
    • Colombia (ES)
    • 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
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    Find the latest news about TCS

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

    Discover more
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    • News Alerts
    • Media Kit

    Recent Press Releases

    20 Feb 2026 TCS and Cisco Launch Center of Excellence for Autonomous Enterprise to Reimagine Operations
    19 Feb 2026 TATA Group and OpenAI forge foundational partnership to advance AI transformation in India and globally
    18 Feb 2026 Tata Bharat YUVAi Hackathon Sees 1,800 Non Engineering Students Build 1,500 Working App Prototypes in 90 Minutes at India AI Impact Summit 2026
    View all

    Recent News

    18 Feb 2026 Tata Bharat YUVAi Hackathon Sees 1,800 Non Engineering Students Build 1,500 Working App Prototypes in 90 Minutes at India AI Impact Summit 2026
    17 Feb 2026 Tata AI Sakhi Immersion Program empowers 1,553 Women Artisans and Entrepreneurs from Rural India at the India AI Impact Summit
    11 Feb 2026 TCS and Honeywell Collaborate to Enhance Autonomous Operations for Buildings and Industries with AI
    View all
    Find the latest news about TCS
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    • 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.

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    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.
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    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

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