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The Pulse of mcube™

Discover What’s New in mcube™

January 2026 Edition

This month, we spotlight the go-live of India’s first LC-MAX® Digital Suite, powered by mcube™, at HPCL’s Visakh Refinery—a key milestone in AI-led downstream refining.

We also invite you to join our upcoming webinar on AI-ready knowledge graphs for pharma and clinical research, followed by a Pro Tip on Custom AI Nodes, illustrating how teams can rapidly extend mcube™ with reusable, enterprise-grade intelligence.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Spotlight: India’s First LC-MAX® Digital Suite Powered by mcube™ Goes Live

Hindustan Petroleum Corporation Limited (HPCL) has successfully commissioned India’s first LC-MAX® residue conversion unit at its Visakh Refinery, supported by an integrated, AI-led intelligence backbone, marking a significant milestone in the evolution of India’s downstream refining sector.

Embedded from the startup phase, the LC-MAX® Digital Suite was fully operational at feed cut-in, enabling production-ready performance from day one. Powered by mcube™, the advanced AI and data platform serves as the secure intelligence backbone, delivering real-time monitoring, predictive analytics, and optimization at scale.

Webinar: Transforming Siloed Data into AI-Ready Knowledge Graphs
January 29 | 10:30 AM EST

Accelerating Pharma R&D and Clinical Timelines with AI-Ready Knowledge Graphs

Pharma organizations generate vast volumes of research and clinical data—much of it fragmented across documents and systems. In this live webinar, learn how knowledge-graph–powered semantic platforms, built on mcube™, transform disconnected data into FAIR, AI-ready intelligence, reducing R&D and clinical timelines by up to 50%.

In the demo, you’ll see how to:

  • Convert research documents into connected, traceable scientific knowledge
  • Unify clinical metadata for analysis-ready, CDISC-compliant insights
  • Navigate cross-study insights across trials, drugs, and biomarkers

Pro Tip: Custom AI Nodes — Extend and Accelerate Intelligence in mcube™

Custom AI Nodes enable teams to extend mcube™ with reusable, business-specific logic that behaves like native capabilities. Build once, reuse across projects—reducing development time while improving quality and consistency.

By creating a shared catalog of high-value components such as ETL steps, feature transformations, and model-scoring routines, organizations can standardize AI development and scale intelligence enterprise-wide.

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™

Discover What’s New in mcube™

December 2025 Edition

Editorial: The Year of Agentic AI on mcube™!

As we step into the new year, it is an opportune moment to reflect on the progress mcube™ made in 2025. This was a year of deepening the platform’s core capabilities—most notably the advancement of Agentic AI and ontology-driven intelligence.

Across the year, we saw mcube™ power robust outcomes in diverse sectors: unifying airline operations through the Aviation AI Hub, enabling AI-based plant control, transforming the DFB-Pokal Final into a live showcase of AI-driven matchday intelligence, and bringing ontology-led intelligence to the forefront of India’s oil & gas dialogue.

This edition brings back a few standout moments that reflect our shared progress—thank you for being an integral part of the mcube™ community. Here’s to an even bolder 2026!

Andreas Diggelmann
Chief Product Officer, TCG Digital

Impact Stories: Agentic AI in mcube™ 5.3

The launch of mcube™ 5.3 marked a major milestone this year, showcasing its advanced Agentic AI capabilities that can transform operations across industries. From autonomous, multi-agent workflows to accelerated catalyst R&D and smart motor claims processing, the session demonstrated how mcube™ enables scalable, AI-driven intelligence

Aviation AI Hub powered by mcube™

The Aviation AI Hub, powered by mcube™, marked an important step forward this year, bringing together Agentic AI and aviation-specific ontologies to unify airline operations. By connecting data across flight ops, MRO, IROPS, crew, and passenger services, the Hub enables real-time insights, faster recovery, and coordinated decision-making.

AI based Plant Control on mcube™: Optimizing processes & reducing OPEX

A webinar in collaboration with Linde Engineering showcased how AI-based Plant Control (AIPC), powered by mcube™, is taking industrial operations beyond traditional MPC. Insights highlighted improvements in yield, energy efficiency, and reliability, while emphasizing key factors for scaling toward autonomous, self-optimizing plants.

Case Study: From Predicting the Champion to Powering the Game: How mcube™ transformed the DFB-Pokal Final 2025 into a showcase of AI excellence

The DFB-Pokal Final 2025 became an extraordinary demonstration of our platforms AI capabilities. Going beyond match reporting, mcube’s Matchday Framework delivered real-time predictions, multilingual narration, moment curation, and automated distribution across TV, OTT, and social platforms—showing how AI can power the full lifecycle of a live sporting event.

Conference: Infrastructure for Intelligence in Indian Oil & Gas on the foundation of mcube™

An exclusive Lummus Digital conference in Delhi brought together senior leaders from IOCL, BPCL, HPCL, and other oil & gas stakeholders to explore how GenAI, LLMs, and ontology-driven intelligence are shaping the future of the sector. A spotlight session on mcube™ highlighted how AI/ML-powered solutions are enhancing reliability, streamlining operations, and strengthening supply chain efficiency across the oil & gas value chain.

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™

Discover What’s New in mcube™

November 2025 Edition

This month, spotlight is on a webinar recently conducted in collaboration with our partner Linde Engineering. The session walked through how Linde’s AI Plant Control, powered by mcube™, helps plants learn, adapt, and optimize on their own in real time—going a step beyond traditional automation.

We’ve also included an interesting whitepaper on “Agentic AI for Airline Operations”  followed by a useful Pro Tip on “Custom Bucket Ordering” to help you get more out of your dashboards.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Spotlight: Webinar Replay: Optimizing yield and Reducing OPEX with AI-Plant Control

The webinar featuring Linde Engineering showcased how AI-based Plant Control (AIPC), powered by mcube™, is advancing industrial operations beyond traditional automation/MPC. Insights from actual plant deployments highlighted measurable improvements in yield and OPEX, and critical success factors for scaling AI-based control toward autonomous, self-optimizing plants.

Whitepaper: The Next Control Tower: Agentic AI for Airline Operations

mcube™ is redefining airline operations by moving beyond predictive AI to agentic AI—autonomous, real-time decision-making that acts on insights across disruptions, crew management, passenger connections, and maintenance. From auto-rebooking high-value passengers to dynamically adjusting crew rosters and optimizing turnaround, mcube™ enables airlines respond faster, reduce costs, and enhance passenger experience. With a structured, phased approach, agentic AI augments human judgment, builds operational resilience, and unlocks scalable efficiency across the airline ecosystem.

Pro Tip: BI - Custom Bucket Ordering

Enhance your analysis with the freedom to order data your way. This feature provides greater flexibility in how users organize and interpret their visualizations. While metrics and buckets can be defined as usual, users can now choose a separate field to determine the order in which buckets are displayed. This means the sorting criteria is not limited to the selected metrics, allowing for more nuanced analysis.

For instance, when analyzing sales performance by region (bucket) with total revenue as the metric, users can opt to order the regions based on customer satisfaction score. This helps reveal patterns that go beyond traditional sorting—such as identifying regions with strong customer satisfaction but moderate revenue, or vice versa—enabling more comprehensive, data-driven insights.

Watch the demo clip to see it in action

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™!
TCG Digital Awarded Systemwide Agreement by University of California to Deliver Data & AI Services

November 06, 2025

Visit Website
The Pulse of mcube™

Discover What’s New in mcube™

Discover What’s New in mcube™

October 2025 Edition

This month, the spotlight is on an interesting impact report showcasing how mcube™ is driving measurable value for the biopharma industry through AI-driven process optimization, improved compliance, and enhanced operational visibility.

Also featured in this edition is a short video on the Aviation AI Hub, powered by mcube™, redefining airline intelligence through Agentic AI applications and domain driven ontologies.

This is followed by a pro-tip on seamless data transformation automatically structuring your datasets for immediate use.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Spotlight: Total Economic Impact of mcube™ in BioPharma Industry

Discover the measurable value mcube™ brings to biopharma. This report reveals how a mid-sized composite enterprise saved nearly $35M-$40M annually through reduced batch failures, agentic AI-driven process optimization, improved compliance, and manpower efficiencies.

Download the Impact Report to know more

Aviation AI Hub powered by mcube™: Ready to deploy Agentic applications across crew, baggage, IROPS, flight ops, MRO, and passenger services

The Aviation AI Hub, powered by mcube™, is redefining how airlines operate—unifying data across crew, baggage, IROPS, flight ops, MRO, and passenger services to create a single, intelligent operational brain.

With aviation-specific ontologies and agentic AI, the Hub understands data, reasons in real time, and acts intelligently. Seamlessly integrating with existing systems, it predicts disruptions, automates recovery, improves efficiency, and scales effortlessly for both full-service and low-cost carriers.

Pro Tip: Seamless Data Transformation, Minus the Duplicates

mcube™ takes the complexity out of data preparation. Its intelligent data processing capability allows you to upload any structured dataset — even with duplicate or inconsistent entries — and automatically convert it into a clean, AI/analytics-ready format. By intelligently combining selected columns into dynamic headers and applying real-time data transposition and deduplication, mcube™ delivers a perfectly structured dataset that’s instantly usable across your models, dashboards, or workflows — accelerating time to insight and reducing manual effort.

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™

Discover What’s New in mcube™

September 2025 Edition
Impact Stories: Agentic AI in mcube™ 5.3

This month, the spotlight is on the launch of mcube™ 5.3, showcasing its advanced Agentic AI capabilities that can transform operations across industries. In the sections that follow, we take a closer look at a few select agentic workflow demonstrations from the virtual launch, highlighting semi- and fully autonomous workflows that integrate specialized AI models, multi-agent orchestration, and domain-specific ontologies to accelerate innovation, optimize processes, and enhance decision-making.

Also featured in this edition is a compelling case study showcasing how a leading global biopharma company accelerated its R&D and drug discovery journey with mcube™.

This is followed by a pro-tip on “Quick Switch Navigation” that lets you access any project or workflow instantly, streamlining your workflow and boosting productivity.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Case Study: Transforming Pharma R&D/Drug Discovery with mcube™-powered solutions

A leading global biopharma company, with a legacy of over a century in healthcare, set out to transform its R&D by digitizing critical workflows in pharmacokinetics, genotyping, and gene expression analysis. By adopting mcube™ as the data & AI platform the company streamlined complex processes, reduced errors, ensured compliance, and realized significant cost savings. The transformation accelerated the company’s delivery of life-saving therapies and reinforced its commitment to global health.

Read the case study to know more.

Read Case study

Spotlight: mcube™ 5.3 Semi and Fully Autonomous Agentic Applications

Agentic AI in Petrochemicals: Accelerating Hydrocracker Catalyst R&D

The semi-autonomous agentic AI workflow of mcube ™ 5.3, accelerates hydrocracker catalyst R&D by integrating specialized agents: a DOE (Design of Experiments) agent, Catalyst LLM (CataLLM), semantic agent, and predictive AI. Catallm introduces AI-driven hypothesis generation and catalyst optimization for hydrocracking. By combining AI-assisted component selection with user-generated hypotheses, it predicts optimum combinations of components to maximize yield and selectivity. With fine-tuned domain models and recursive prompting, Catallm AI accelerates innovation, reduces experimentation costs, enhances process reliability, and drives profitability—delivering a scalable, sustainable solution for next-generation catalyst design and industrial efficiency.

To know more, watch the demo video

Agentic AI in Insurance: Smart Motor Claims Processing

mcube™ enables a network of multi-agent systems that automate motor insurance claims processing end-to-end, delivering faster settlements. Built using A2A (Agent-to-Agent) frameworks and ADK (Agent Development Kit), all agents are orchestrated by a Workflow Agent to automate the process sequentially. Domain-specific ontologies enhance agent performance. A Document Ingestion Agent gathers policy and claim documents, while an Image & Damage Assessment Agent evaluates severity and generates repair estimates. In parallel, Fraud Detection and Policy Validation Agents flag anomalies using behavioral and historical data, streamlining processing, improving efficiency, and accelerating settlements.

To know more, watch the demo video

Pro Tip: Quick Switch Navigation

Experience effortless navigation and enhanced productivity within mcube™ AI application with our enhanced breadcrumb functionality. Simply hover over the ‘Project’ or ‘Workflow’ elements in the top navigation bar to instantly reveal a dropdown list of all your available items. This allows you to jump directly to any destination with a single click, eliminating unnecessary steps and simplifying your journey through the platform. By significantly reducing clicks and putting your entire portfolio at your fingertips, this intuitive feature streamlines your workflow and gets you where you need to go, faster.

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™!

Impact Stories:

Agentic AI in mcube™ 5.3

September 24, 2025     ||     9:00 – 9:45 AM EST

Watch on Demand Webinar
Register

About the Webinar

Join us for the virtual launch of mcube™ 5.3, where we will showcase the latest advancements in Agentic AI through a series of live demonstrations. This exclusive 45-minute session is designed to highlight not just what’s new, but what’s possible.

Speakers:

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Debdas Sen

CEO, TCG Digital
(Keynote Speaker)

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Andreas Diggelmann

Chief Product Officer,
TCG Digital

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Debjyoti Gupta

CTO, TCG Digital

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Ashutosh Ranjan

Head – Data Science Competency, TCG Digital

Platform Demonstrations that will be showcased during the launch

Fast-Tracking R&D Formulations in Labs/R&D

See how mcube™ Agents integrate decades of experimental data, lab notes, and literature to generate hypotheses and pre-screen compound combinations — cutting R&D timelines by months.

Multi-agent collaboration to automate claims processing end-to-end in Insurance

From document ingestion, damage assessment to fraud detection, policy validation, and customer communication - multi-agent collaboration delivering faster settlements

Workflow to build your own Agents on mcube™

Learn how business users in your industry are building, deploying and scaling their own intelligent agents using A2A frameworks, ADKs, LLM integration, and custom nodes.

Data Innovations in 5.3

Discover how Delta Lake Evolution, Lakehouse integration, and knowledge graph–powered guardrails enable mission-critical precision without disrupting your existing data infrastructure.

Interactive Q&A

Put your toughest questions to our product leaders live.

Watch on Demand Webinar
The Pulse of mcube™

Discover What’s New in mcube™

Discover What’s New in mcube™

August 2025 Edition
Impact Stories: Agentic AI in mcube™ 5.3
The countdown is on—September 24, 2025, will see the launch of mcube™ 5.3, with Agentic AI at the core, redefining enterprise intelligence and transformation.
Highlights of this release include:

Demonstration of mcube™ Agents in Action

Discover what’s new in 5.3 with Agents powered by A2A framework, Agent Development Kits, knowledge graph–driven intelligence, and seamless LLM integration

Agents Fast-Tracking Catalyst Formulation, Shrinking R&D Cycles:

mcube™ Agents use decades of experimental data, lab notes, and literature to generate hypotheses and pre-screen compounds—cutting R&D timelines by months.

Democratizing Agentic AI

mcube™ puts AI in your hands with intuitive frameworks like A2A, customizable nodes, and easy-to-use Agent Development Kits—enabling business users to build, deploy, and scale their own agents.

Delta Lake Evolution

Transforming how enterprises harness Lakehouse, Delta Lake, or any data architecture, with knowledge graphs serving as guardrails to deliver trusted, auditable, and context-rich insights without disrupting existing investments.

Interactive Q&A with Experts

Get your top questions answered live by our product leaders.

Mark your calendars for an immersive experience as mcube™ 5.3 takes enterprise AI to the next level
Reserve Your Spot

As we gear up for the launch of mcube™ 5.3 on September 24, I’d like to share a short video where I talk about the evolution of Agentic AI in mcube™. This journey-from building strong foundations with ontologies and knowledge graphs to enabling intelligent agents that collaborate, adapt, and deliver outcomes—has been central to shaping what’s next. I invite you to watch this preview ahead of the launch. It sets the stage for what we’ll unveil at the webinar

Watch Video

Also featured in this edition is a pro-tip on mcube™ ezeXtend’s “clone with logic” feature, a productivity booster that enables rapid application development by duplicating interface elements with their functional connections.

Andreas Diggelmann
Chief Product Officer, TCG Digital

Pro Tip: Clone with logic with mcube™ ezeXtend

Imagine the copy-paste feature in mcube™ ezeXtend as a master key for rapid application development. This isn’t just a simple shortcut; it’s a productivity game-changer that allows you to clone entire interface elements and their deep, functional connections to data sources. By instantly duplicating components with their linked APIs, you bypass the tedious, manual work of recreating a feature from scratch on every new screen. This powerful capability ensures a seamless, consistent user experience across your application while slashing development time, allowing you to build and innovate at an accelerated pace.

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™!
mcube™ 5.4 enables the Agentic Core to support enterprise-scale AI execution. Built on a semantic and ontology-driven foundation, it allows organizations to move from fragmented data and isolated models to fully orchestrated, production-grade AI workflows. By combining the Agentic Core, AI 2.0, MorpheX pipeline engineering, and low-code innovation through ezeXtend, the platform transforms enterprise data into intelligent, actionable systems, driving faster decisions, autonomous execution, and measurable business outcomes.
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Whitepaper Overview

This paper explores the components, features and benefits of the data lakehouse technology in the context of enterprise class AI deployments across organizations, emphasizing its role in enhancing data accessibility, integrity, and collaboration. It also highlights how the tcgmcube platform can be leveraged to accelerate the value impact of AI solutions across organizations.

Download Whitepaper