Leadership Dialogues
mcube™ Newsletter
Quarterly Newsletter
mcube™ 5.4 is Here: Introducing the Agentic Core for Enterprise AI
Why AI Without ROI Will Die (Again) | Eye on AI with Debdas Sen
In this episode of Eye on AI, hosted by former New York Times journalist Craig S. Smith, Debdas Sen, CEO of TCG Digital, reflects on nearly three decades of AI and data transformation, from the early data warehousing era to today’s agentic AI revolution.
The conversation explores why enterprise AI must move beyond hype and prove measurable ROI, how domain-first AI is transforming industries such as energy and life sciences, and why the future of AI will depend on intelligent ecosystems that combine enterprise context, data, and reasoning at scale.
Fireside Chat with Debdas Sen
In the inaugural Leadership Dialogues, Debdas Sen, CEO, TCG Digital, spoke about our momentum with mcube™, driven by agentic + semantic AI capabilities and real production impact across industries. He highlighted our shift from a platform mindset to becoming a global AI ecosystem player, where interoperability across models, technologies, and partners is critical to sustained enterprise value.
He also reinforced that employee voices on LinkedIn drive 5–6× greater reach, making authentic thought leadership a strategic advantage. In the Q&A, Debdas addressed how leaders must balance innovation with cost discipline to ensure AI investments translate into impact.
Resources and Collaterals
Decks
- Aviation: Airports | Airlines
- Life Sciences: Life Sciences Manufacturing | Drug Discovery/R&D | Clinical Trials
- Manufacturing | Government | Insurance | Retail and CPG
- Others: Lummus Digital | LabVantage Analytics
- AI Platform Master Deck
- Case Studies:
Government | Life Sciences | CPG | Oil & Gas | Aviation | Insurance
Brochures
- Aviation: Aviation-Overview | Aviation – Navigating the Covid-19 Crisis | Aviation – Baggage Management System | Aviation – Cargo Tracking and Monitoring System
- Life Sciences: Life Sciences – Hospital Analytics | Life Science – PerformRx
- Insurance: Insurance (Long) | Insurance (Short)
- Others: Lummus Digital | LabVantage Analytics (Long) | LabVantage Analytics (Short) | Industrial
Brand Factory
Solutions
Videos
Debdas Sen
Solutions
Videos
Debdas Sen
#WeRecognize

Ranjith Kasivishwanath
Molly Hennessy, Managing Director of Crew & Catering Technology at United Airlines, expressed her appreciation, stating: “I wanted to reach out and extend my personal thanks. Thank you for the incredibly important work that you do. We appreciate you!”
Jasen Su, Sr. Manager of Crew Technology, United Airlines, highlighted Ranjith’s key achievements:
“Ranjith led the inventory review of over 350+ CCS Servers to support the 2012 Windows server refresh. He also did a great job in leading the DEV/QA Dynatrace monitoring implementation for CCS with key members of the team to ensure the new monitoring will be as effective as the current AppD.”

Deepankar Kotnala
Deepankar has played a key role in the TC2C Aramco hybrid optimization project, one of our first hybrid optimization projects of its kind. His unparalleled ability to break down complex problem statements and solve them has been instrumental to its success. Deepankar has also made significant contributions to the HPL RTO. He has done great work on L2 common features, and R&D projects such as Plant Stability and Reliability Index calculation, as well as anomaly detection. His strong work ethic is evident in all his efforts. Moreover, Deepankar is meticulous and organized as well as innovative with his approach and hence he has been also actively involved in establishing processes for the Data Science team.

Manish
Manish’s deep technical knowledge of data science models, his quick understanding of involved processes combined with his strong work ethic, has been critical in delivering high-quality solutions for the Lummus L1 and L2 products, and in HPL and GSMPL projects. Manish’s proactive approach to addressing challenges and his ability to drive key initiatives forward have played a pivotal role in advancing project objectives. His continuous pursuit of excellence and commitment to team success have been highlighted by our Project Delivery manager. Moreover, Manish is a multitasker and can juggle between multiple facets of the data science projects.

Kognati Sasank
Sasank Koganti – Sasank leads our LP/MIP optimization competency and has played a pivotal role in HPL grade market and grade sequence optimizations. His contributions to various Lummus projects, including HPL RTO, CGC, and LC-Fining L2 products, have been exceptional. His technical expertise, attention to detail, and innovative approach to solving data problems have had a significant impact on the success of our projects. Sasank consistently demonstrates an ability to analyze complex data science challenges and provide actionable insights, driving improved outcomes for each use case. His dedication, adaptability, and collaborative spirit in delivering value within a cross-functional setup have been recognized and praised by our Project Delivery Manager. Moreover, Sasank is always eager to help other team members and mentor new joiners. He is methodical and help us setting up the data science processes for the entire team.

Debraj Chakraborty
We would like to commend Debraj for his exceptional contributions towards UI and services creation for all our GenAI initiatives. His unwavering dedication and resilience have been instrumental in driving our success. Debraj’s meticulous preparation of Ezscreens and his valuable contributions to data models for various GenAI-related works have garnered widespread appreciation.
Moreover, Debraj possesses a wealth of knowledge and is always eager to expand his understanding through continuous learning. His willingness to assist others and his collaborative spirit make him an invaluable team player.

Suramya Verma
I would like to commend Suramya for his great work on our GenAI initiatives, where he has consistently overcome challenges with grace and determination. Her tireless efforts have enabled us to deliver all tasks on time, showcasing his dedication and commitment. His innovative approach and R&D in the field of GenAI and LLMs have been instrumental in driving our progress. He has also played a pivotal role in the development of our AI_2.0 application, demonstrating his expertise and problem-solving skills. Moreover, Suramya is a valuable team player, always willing to collaborate and support his colleagues. His positive attitude and contributions have made a significant impact on our team’s success.

Soumadip Saha
Soumadip’s contributions to our GenAI initiatives has been exceptional. His creative problem-solving skills and unwavering determination have consistently enabled him to overcome challenges with aplomb. His dedication and commitment to his work are evident in his timely delivery of all tasks, a testament to his exceptional work ethic. His pioneering research and development in the realms of Generative AI and Large Language Models have been instrumental in propelling our progress forward. His pivotal role in the development of our AI_2.0 application underscores his technical expertise and proficiency. Moreover, Soumadip’s relish for challenges and his consistent triumphs exemplify his resilience and perseverance. His optimistic outlook and eagerness to embrace new endeavors have made him an invaluable asset to our team.

Biplab Bhattacharya
Biplab has made significant contributions across the entire suite of HPL/MCPI support applications. As a dedicated and consistent performer, he has independently assumed responsibility for managing the UI components of all applications within the HPL Production Support team. His commitment to delivering high-quality enhancements has been consistently demonstrated in every project, meeting and often exceeding the expectations of both the support team and stakeholders. His positive attitude toward tackling challenging tasks is commendable and worthy of recognition.

Mohit Badiyani
Mohit has consistently played a pivotal role within the HPL development team, particularly during challenging and time-sensitive projects. His contributions have been especially noteworthy in the CTRM project, where he developed a database-driven dynamic workflow mechanism that effectively adapted to evolving client requirements. In addition, Mohit has been instrumental in the HPL IIOT Migration and the HPL Asset Failure Mail Alert project, stepping in at critical moments to provide valuable support under tight deadlines. His ability to quickly acquire new skills is evident in his recent work on the CarryEx Support project, where he has demonstrated effective contributions after rapidly gaining proficiency in Python. Mohit’s deep problem-solving mindset and dedication are invaluable assets to the team, and his proactive attitude consistently makes a positive impact.

Debadrita Bhowmick
“Debadrita brings in a lot of exuberance and energy into the PMO activities at HPL – MCPI; her positive attitude and excellent client relationship management has helped us immensely in stakeholder management at HPL – MCPI. Her sound technical background has helped in documenting succinct and clear actionable from technical meetings which has helped in quicker closure thus resulting in better client satisfaction”
Amitabha Sinha, CDO, Lummus Digital

Anjali Kumari
“I would like to recognize Anjali Kumari for her outstanding work in Supporting the ODS domain. Anjali is fairly junior resource who is new to our diverse and immense environment. However, I have been impressed on how she went completely out of her comfort zone by taking on problems and tasks that require a deeper knowledge and research. It would be easy to defer the issue to somebody else yet she took on the tasks and in almost all cases was able to determine the cause or resolution. Anjali has a great attitude and work-ethic and I am proud to have her on my team.”
Oleg Mudrick, Senior Director – ODS Operations.
TCG Lounge 2.0

#StayFit & #WeCare
This is an opportunity to change into your workout clothes, gear up and get lose for some fun and relaxing activities. TCG X Cult.fit believes that workouts can be fun! We are here to offer you a work life that factors in all that is important to build a workforce that’s healthy, happy and energetic... View More

#BreakWithBuddy
Smiling faces, fun-filled moments, and a collection of happy and knowledgeable interactions say it all! A good work-life balance is one that promotes productivity at work, infuses enthusiasm, sparks creativity, and fosters team-bonding! TCG Digital, under TCG Lounge 2.0 has launched an initiative for us to meet with the teams to break the monotony of work and ...View More


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