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mcube™ – powered Data Lakehouse
The AI & analytics foundation for all data types I Powerful semantics for better contextualization

Most IT and business leaders are traversing the maturity path of leveraging data to its fullest potential, and in that process they have envisioned a fully automated and governed data platform for their enterprise —one that provides a single version of the truth, is scalable, seamlessly integrates with existing infrastructure, and builds a strong foundation for AI capabilities on top.

Yet, the reality is far from this vision. Wondering Why?

  • You have 5-8 tools that you are managing for different data types and sources, with many vendors to manage.
  • This fragmentation is costly, not only in terms of licensing and system integration but also in the effort and time required to make these tools work together.
  • Some of your proprietary data is still stored in legacy systems, which are not interoperable.
  • Your data lake initiatives, which were meant to solve these issues, often balloon into high-cost, year-long initiatives without delivering the promised agility.
  • Your business leaders want advanced AI capabilities for process transformation, while the data layer is still not in shape to support that.

So what does it take to simplify this complexity?

A unified data and AI platform with end-to-end functionality to ingest, integrate, analyze, model, and report on data providing full transparency with regards to process and semantic context (knowledge graphs). One that is modular and highly interoperable, providing investment protection for existing systems and assets through loose coupling and micro-services architecture.

mcube™: Customized Solutions for Industry-Specific Challenges

mcube™, TCG Digital’s flagship enterprise AI and analytics platform, offers a single, unified data and AI platform that delivers what enterprises truly need—a governed, scalable, and simplified approach to managing data and analytical applications. With mcube™, you eliminate the costly, tedious process of piecing together fragmented tools. Today, mcube™ has 75+ active customers across industries like Life Sciences, Oil & Gas, Process Manufacturing, Retail and Insurance. Read about how mcube™ empowered ADMA Biologics with manufacturing excellence leading to an increase in market capitalization With the successful launch of mcube™ 5.1, this latest version builds on the achievements of its predecessors and continues to push boundaries – from advanced AI capabilities, enhanced semantic search for deeper data contextualization and intuitive insights, robust data operations, to low/no-code BI and analytical application modules empowering even business users to create, manage, and deploy AI workflows. mcube™ 5.1 is designed to make your enterprise smarter and more agile.

Unleashing mcube™ 5.1 – Precision Meets Performance!

The most iconic feature expansion has been integrating ‘Semantic Discovery’ that integrates AI, ontologies, and semantic modeling for deeper data contextualization and reasoning for that uber-intuitive and hyper-precision experience. This helps our clients build their own Semantic Discovery Platform for querying, reporting, and exploration and convert any volume or type of unstructured data into actionable knowledge. The semantic search functionality stands on the following pillars:

  • Knowledge Graph Inference Combined with Generative AI and RAG (retrieval augmented generation)
  • Ontology-Driven AI Search
  • FAIRification of Data: supports the FAIR principles (Findable, Accessible, Interoperable, Reusable) for data management.

AI 2.0 “The Heart”

AI2.0 “The Heart” is the driving force behind mcube™ 5.1, infusing the platform with advanced capabilities and setting new standards for how AI is applied across industries. What have we bolstered?

  • We are solving the most complex and toughest business problems with cutting-edge ML algorithms and dynamic deep learning frameworks including advanced Gen-AI, NLP, and Computer Vision technologies with the capability for stacked ensemble models to improve predictive performance.
  • Robust MLOps – to move AI from PoC to large-scale production, ensuring fast value realization. We have moved ML models into production for some of our clients in a TAT of less than a month. We are streamlining the entire lifecycle of machine learning models for you —from development to deployment and ongoing monitoring.
  • Continuous model drift and data drift monitoring and management.
  • Auto-ML for accelerating ML model development.

Bolstered Data Ops:

One of mcube™’s strengths is its ability to ingest and integrate data from a wide range of sources. The platform supports both structured (Lakes/Data Warehouse/flat files/Databases) and unstructured data (video, images, logs, key-value, files), providing a comprehensive data management solution that consolidates information from various systems into a unified view. Supporting batch ingest with rapid integration of data sources with complex transformations, also supporting real-time/streaming data ingest from multiple IoT, and streaming sources and transforming data on-the-fly.

Business Intelligence

Data & AI models mean nothing if they cannot be represented as clear, visually intuitive insights, that uncover patterns not previously seen or exceptions you overlooked that might be groundbreaking. Like they say the devil lies in the details, our intuitive visualization puts the spotlight on that little detail that helps you make your strategic decisions with confidence

  • Data analysis by employing statistical methods to uncover patterns, trends, and exceptions within datasets and across datasets.
  • Data visualization done by means of an extensive library of charts, graphs, and self-service dashboards for easy comprehension of data.
  • Reporting done by delivering regularly scheduled or on-demand summaries of key findings and performance metrics. Operational reporting for internal and external compliance and regulatory requirements.
  • Performance management achieved by using data-based insights to guide business decisions and enhance outcomes.

ezeXtend: Low-code configuration for analytical applications

With the low-code configuration capability, you can easily tailor web interfaces for data capture, updates, and presentations, eliminating the need for heavy coding. Now, truly ‘democratize’ Data & AI usage for your organization making it more accessible for business users or IT teams to quickly develop bespoke interfaces without relying heavily on extensive development resources:

  • Low-Code configuration of web interface screens for data capture / write-back / bespoke presentation
  • Interfaces that can fetch/query data from Data Lake / Mart
  • Interfaces that interact with AI models and process flows
  • Allow user annotation and update and write back to Data Lake / Mart.
  • Drag and drop to include various edit controls and graphical widgets in constructing new web screens.
  • Create simple workflows involving data annotation and edits/ corrections/ incremental additions

Genie: The Microservices framework that simplifies complex data operations

  • Built to enable the reuse of complex processes and functions and to integrate and leverage existing external applications within the mcube™ product family
  • The framework provides common protocols for building, embedding, and registering business logic, processes, and functions within mcube™
  • Supports license-based access and authentication
  • Enables on-demand, scalable orchestration and execution of services

Security and Compliance: mcube™ prioritizes security and compliance with robust measures to protect sensitive information, including end-to-end encryption, role-based access control, and comprehensive audit trails. The platform adheres to the highest standards of security and regulatory compliance like FEDRAMP. These features ensure data integrity and privacy, making mcube™ a reliable choice for organizations that must comply with strict data governance policies.

Looking Ahead!

Stay tuned for a series of in-depth blogs where we dive deeper into user stories, case studies and the platform’s capabilities exploring how both IT and business users can leverage mcube™ and how it empowers organizations to stay ahead in a data-driven world!

Most IT and business leaders are traversing the maturity path of leveraging data to its fullest potential, and in that process they have envisioned a fully automated and governed data platform for their enterprise —one that provides a single version of the truth, is scalable, seamlessly integrates with existing infrastructure, and builds a strong foundation for AI capabilities on top.

Yet, the reality is far from this vision. Wondering Why?

  • You have 5-8 tools that you are managing for different data types and sources, with many vendors to manage.
  • This fragmentation is costly, not only in terms of licensing and system integration but also in the effort and time required to make these tools work together.
  • Some of your proprietary data is still stored in legacy systems, which are not interoperable.
  • Your data lake initiatives, which were meant to solve these issues, often balloon into high-cost, year-long initiatives without delivering the promised agility.
  • Your business leaders want advanced AI capabilities for process transformation, while the data layer is still not in shape to support that.

So what does it take to simplify this complexity?

A unified data and AI platform with end-to-end functionality to ingest, integrate, analyze, model, and report on data providing full transparency with regards to process and semantic context (knowledge graphs). One that is modular and highly interoperable, providing investment protection for existing systems and assets through loose coupling and micro-services architecture.

mcube™: Customized Solutions for Industry-Specific Challenges

mcube™, TCG Digital’s flagship enterprise AI and analytics platform, offers a single, unified data and AI platform that delivers what enterprises truly need—a governed, scalable, and simplified approach to managing data and analytical applications. With mcube™, you eliminate the costly, tedious process of piecing together fragmented tools. Today, mcube™ has 75+ active customers across industries like Life Sciences, Oil & Gas, Process Manufacturing, Retail and Insurance. Read about how mcube™ empowered ADMA Biologics with manufacturing excellence leading to an increase in market capitalization With the successful launch of mcube™ 5.1, this latest version builds on the achievements of its predecessors and continues to push boundaries – from advanced AI capabilities, enhanced semantic search for deeper data contextualization and intuitive insights, robust data operations, to low/no-code BI and analytical application modules empowering even business users to create, manage, and deploy AI workflows. mcube™ 5.1 is designed to make your enterprise smarter and more agile.

Unleashing mcube™ 5.1 – Precision Meets Performance!

The most iconic feature expansion has been integrating ‘Semantic Discovery’ that integrates AI, ontologies, and semantic modeling for deeper data contextualization and reasoning for that uber-intuitive and hyper-precision experience. This helps our clients build their own Semantic Discovery Platform for querying, reporting, and exploration and convert any volume or type of unstructured data into actionable knowledge. The semantic search functionality stands on the following pillars:

  • Knowledge Graph Inference Combined with Generative AI and RAG (retrieval augmented generation)
  • Ontology-Driven AI Search
  • FAIRification of Data: supports the FAIR principles (Findable, Accessible, Interoperable, Reusable) for data management.

AI 2.0 “The Heart”

AI2.0 “The Heart” is the driving force behind mcube™ 5.1, infusing the platform with advanced capabilities and setting new standards for how AI is applied across industries. What have we bolstered?

  • We are solving the most complex and toughest business problems with cutting-edge ML algorithms and dynamic deep learning frameworks including advanced Gen-AI, NLP, and Computer Vision technologies with the capability for stacked ensemble models to improve predictive performance.
  • Robust MLOps – to move AI from PoC to large-scale production, ensuring fast value realization. We have moved ML models into production for some of our clients in a TAT of less than a month. We are streamlining the entire lifecycle of machine learning models for you —from development to deployment and ongoing monitoring.
  • Continuous model drift and data drift monitoring and management.
  • Auto-ML for accelerating ML model development.

Bolstered Data Ops:

One of mcube™’s strengths is its ability to ingest and integrate data from a wide range of sources. The platform supports both structured (Lakes/Data Warehouse/flat files/Databases) and unstructured data (video, images, logs, key-value, files), providing a comprehensive data management solution that consolidates information from various systems into a unified view. Supporting batch ingest with rapid integration of data sources with complex transformations, also supporting real-time/streaming data ingest from multiple IoT, and streaming sources and transforming data on-the-fly.

Business Intelligence

Data & AI models mean nothing if they cannot be represented as clear, visually intuitive insights, that uncover patterns not previously seen or exceptions you overlooked that might be groundbreaking. Like they say the devil lies in the details, our intuitive visualization puts the spotlight on that little detail that helps you make your strategic decisions with confidence

  • Data analysis by employing statistical methods to uncover patterns, trends, and exceptions within datasets and across datasets.
  • Data visualization done by means of an extensive library of charts, graphs, and self-service dashboards for easy comprehension of data.
  • Reporting done by delivering regularly scheduled or on-demand summaries of key findings and performance metrics. Operational reporting for internal and external compliance and regulatory requirements.
  • Performance management achieved by using data-based insights to guide business decisions and enhance outcomes.

ezeXtend: Low-code configuration for analytical applications

With the low-code configuration capability, you can easily tailor web interfaces for data capture, updates, and presentations, eliminating the need for heavy coding. Now, truly ‘democratize’ Data & AI usage for your organization making it more accessible for business users or IT teams to quickly develop bespoke interfaces without relying heavily on extensive development resources:

  • Low-Code configuration of web interface screens for data capture / write-back / bespoke presentation
  • Interfaces that can fetch/query data from Data Lake / Mart
  • Interfaces that interact with AI models and process flows
  • Allow user annotation and update and write back to Data Lake / Mart.
  • Drag and drop to include various edit controls and graphical widgets in constructing new web screens.
  • Create simple workflows involving data annotation and edits/ corrections/ incremental additions

Genie: The Microservices framework that simplifies complex data operations

  • Built to enable the reuse of complex processes and functions and to integrate and leverage existing external applications within the mcube™ product family
  • The framework provides common protocols for building, embedding, and registering business logic, processes, and functions within mcube™
  • Supports license-based access and authentication
  • Enables on-demand, scalable orchestration and execution of services

Security and Compliance: mcube™ prioritizes security and compliance with robust measures to protect sensitive information, including end-to-end encryption, role-based access control, and comprehensive audit trails. The platform adheres to the highest standards of security and regulatory compliance like FEDRAMP. These features ensure data integrity and privacy, making mcube™ a reliable choice for organizations that must comply with strict data governance policies.

Looking Ahead!

Stay tuned for a series of in-depth blogs where we dive deeper into user stories, case studies and the platform’s capabilities exploring how both IT and business users can leverage mcube™ and how it empowers organizations to stay ahead in a data-driven world!

The Pulse of mcubeTM
Discover What’s New in mcubeTM
Mar 2025 Edition
mcube 5.2 Sets the Stage for Autonomous Intelligence

We are gearing up for the launch of mcube 5.2, which will take intelligent decision-making to the next level.

With Agentic AI at its core, mcube 5.2 introduces an advanced intelligence layer that doesn’t just respond—but reasons, predicts, and acts with autonomy. Built for the future of enterprise transformation, V5.2 also brings semantic modeling and a next-gen data integration engine designed to leverage the full potential of your expanding data ecosystem.

Want to see mcube 5.2 in action?

In the section below, you’ll find details of our upcoming fireside chat (virtual) and live demo on April 16th—where we bring the promise of Agentic AI to life. Reserve your spot today.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Spotlight: What to Expect at the Fireside Chat

Join us for a live walkthrough of mcube 5.2, where we’ll showcase how Agentic AI, Semantic Modeling, and a powerful new Data Integration engine are reshaping industries.

From early anomaly detection in manufacturing to transforming real-time football analytics, see how V5.2 is delivering measurable impact—across sectors, at scale.
Register Here

Partner Collaboration: TCG Digital and DFB Unveil a Global Sports Intelligence Initiative!

TCG Digital and the Deutscher Fußball-Bund (DFB – the German Football Association) have joined forces to create a Co-Innovation lab. This initiative is now global, with its journey beginning in India. To mark this milestone, DFB, TCG Digital, FC Ingolstadt 04, and TSG Hoffenheim came together for an exclusive press conference at the Constitution Club, New Delhi on 20th March.

Powered by mcube, the lab brings advanced capabilities that enables immersive fan experience and data-driven talent scouting.

Watch the clip below to see how sports intelligence is changing the game.

Pro Tip: Saved Searches in BI

Did you know you can significantly enhance your dashboard efficiency and focus by leveraging Saved Searches? This feature allows you to pre-define specific filters and column selections for a dataset, creating a reusable view that you can easily add to multiple dashboards or use to customize widgets. Instead of repeatedly applying the same set of filters or selecting the same columns every time you want to analyze a particular aspect of your data, you can create a Saved Search once and then use it as a streamlined data source.

Resources & Support

Explore more about how our customers have used mcube™ to transform their businesses.
Stay tuned for next month’s edition where we explore more powerful features and customer stories. Until then, keep leveraging the power of AI with mcube™!
The Pulse of mcube™
Discover What’s New in mcube™TM
Feb 2025 Edition
TCG Digital joins forces with Linde Engineering to offer AI based self-learning optimization and automation solutions for the process industry!

For this month, I would like to share a bit about our collaboration with Linde Engineering, a milestone that marks a new era for process industries. Combining mcube™‘s Data & advanced AI capabilities and Linde’s deep expertise in process automation, we’re paving the way for autonomous plant operations.

Together, we aim to deliver AI based self-learning optimization and automation for process plants, to enable production sites move towards autonomous operations. With mcube™ for AI enabled real-time optimization and Linde Engineering’s proprietary AI Plant Control platform, process plants can continuously determine the most profitable production mode and automatically transition to the optimal mode.

Read more about the partnership here: TCG Digital joins forces with Linde Engineering
Our next leap forward!

Just months after the launch of mcube™ 5.1, we’re back with 5.2—goes live on LinkedIn this March 27. This release takes Agentic AI to the next level, leveraging semantics, and mastering the data avalanche. Be sure to join us!

Andreas Diggelmann
Chief Product Officer, TCG Digital

New Feature Spotlight: Predictive Intelligence for your plants with ReliableAI

The ReliableAI demonstration showcases its capability in anomaly incident prediction and corrective measures to mitigate potential failures. Leveraging an agentic framework, it combines supervised and unsupervised models, with an LLM analyzing alert criticality and correlating alerts with operational thresholds. Focused on a specific plant section, it covers High-Pressure (HP) and Differential Pressure (DP) systems, identifying anomalies such as productivity loss, financial loss, opportunity loss, downtime, recurring failures, and repair costs. Its mitigation options include licenser recommendations and OEM recommendations, providing controlled measures to help operators take proactive actions, minimize impact, and prevent failures.
Watch ReliableAI in action

Customer Success Story: ePOD for Smarter Logistics: The Haldia Petrochemicals Story

Haldia Petrochemicals (HPL), one of the largest integrated petrochemical manufacturers, implemented the Electronic Proof of Delivery (ePOD), built on mcube™, to enhance logistics and supply chain management. The solution provides near real-time tracking, automates delivery documentation, and ensures secure blockchain transactions. With ePOD, HPL’s customers can electronically confirm receipt, transporters can submit freight bills, and consignees can report issues directly through the application.
Watch customer testimonial

Pro Tip: Get your reports when you need them, not before!

Instead of having reports delivered on a set schedule, wouldn’t it be better if they came right after something important happens, like a data update? You can do just that by setting up your reports to trigger after a specific ETL (Extract, Transform, Load) job completion. This way, you’re always getting the most up-to-date information, exactly when you need it. Learn more about mcube™‘s data integration capabilities.

Know More

Resources & Support

Explore more about how our customers have used mcube™ to transform their businesses.
Stay tuned for next month’s edition where we explore more powerful features and customer stories. Until then, keep leveraging the power of AI with mcube™!

The Pulse of mcube™

Discover What’s New in mcube™TM
Jan 2025 Edition
We kicked off 2025 with a great start, quite literally, thanks to TCG Digital’s strategic partnership with the DFB (Deutscher Fußball-Bund)!

At the center of this collaboration is a pioneering “Co-Innovation Lab,” where data intelligence and AI converge to transform the sport. From elevating fan engagement to uncovering the next generation of football talent, this lab will integrate transformative technology into every facet of the game.

Watch the full video of the live press conference

You’ve probably been hearing a lot about Agentic AI lately, and we are proud to share a practical demo that showcases how it can be applied in supply chain management.

It’s just the beginning of a year full of innovation, and we can’t wait to bring you more updates as we continue to push the boundaries of what’s possible with our customers and partners!
Andreas Diggelmann
Chief Product Officer, TCG Digital

New Feature Spotlight: Agentic AI for Supply Chains

This Agentic AI demo showcases our enhanced Agentic AI framework, featuring powerful tools to support process automation and decisioning. The framework allows users to leverage advanced large language models, including our in-house Llama 3 model, hosted on our own GPUs. It seamlessly connects to multiple databases, executes Python code, and automates tasks through natural language commands. The demo highlights the Agentic AI framework’s ability to query data, analyze trends, and perform complex actions like placing orders, making operations more efficient and accessible to users, even those with limited technical expertise.

Watch the video to see the capability in action.
Watch demonstration

Pro Tip: Spot Trends Instantly with Time Shift Dashboards

Tracking trends got much easier with Time Shift in mcube™ BI. This powerful feature lets you compare data from different time periods such as YoY revenue growth, quarterly sales, or monthly performance – on the same chart. By shifting historical data alongside current metrics, you can spot trends, detect anomalies, and analyze performance changes with ease. Choose how you want to visualize your insights with line, bar, area, waterfall charts, and more, or view the data in tables for a detailed breakdown. Whether you’re measuring business growth or identifying patterns, Time Shift helps you make faster, data-driven decisions with a clear view of how your key metrics evolve over time.

Resources & Support

Explore more about how our customers have used mcube™ to transform their businesses.
Stay tuned for next month’s edition where we explore more powerful features and customer stories. Until then, keep leveraging the power of AI with mcube™!

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