Insights
Field notes from AI leadership.
108 essays, interviews, and research notes from the AIM Council network.

Sustainable AI – Why Boardrooms Must Govern the Cost of Intelligence
Sustainable AI turns AI from a technology initiative into an enterprise capability.
By Rajan Gupta

From Dashboards to Decisions to Actions
By Sai Krishnan Mohan

Model-First Product Strategy: How AI Product Management Must Evolve
By Adhar Walia

Sovereign AI: Why the Next Decade Belongs to Nations That Build Their Own
By Rajan Gupta

The AI Marketplace Playbook
By Srikanth Appana

From Content Generation to Work Delegation: Navigating the Agentic AI Era
By Sai Krishnan Mohan

A Five-Point Playbook for Enterprise AI Leaders
By Rajan Gupta

Building Robust AI & Data Infrastructure
By Shruti Lohar

The Reason AI Adoption Stalls in Freight
By Albert Lie

The GBS Blueprint for Scalable AI: From Pilot to Production
By S. Navaneetha Krishnan

What the 5% Winning at AI Know That Others Don’t
By Guru Ananthanarayanan

Enterprise AI Agents & Digital Twin Platforms: Impactful Use Cases Driving the Next Tech Revolution
By Anil Prasad

AI Insights in 2025 shows scale is the strategy
By Aravind Peddiboyina

Addressing the Limitations of Centralized Artificial Intelligence through Edge AI
By Maharaj Mukherjee

Ethical Intelligence: Building Trustworthy AI in Healthcare
By Jason Cooper

Enterprise AI Powered Digital Transformation
By Shruti Lohar

Scaling and ROI of Generative AI/ Digital initiatives for Smart Factory
By Harsh Vardhan

Enterprise-Ready Agentic AI: What’s Hype, What’s Real, What’s Risk?
By Mukundan Sivaraj

AI-Powered Sustainability: How Generative AI Drives Down Energy Costs and Carbon Footprints
By Sivakumar Selva Ganapathy

The Evolving Generations of GCCs and the Leaders Behind Them
By Tushar Gawande

Agentic AI in Financial Services – Enhancing Customer Experience
By Sirisha Voruganti

The $440 Million AI Lesson: Why 87% of Enterprise AI Projects Fail, And How Global Leaders Beat the Odds
By Rajan Gupta

The Future of LLMs and AGI
By Biswajit Biswas

The Role of Large Language Models in Data Privacy
By Saurabh Pramanick

Behind the Shelves: How AI Powers the Modern Retail Supply Chain
By Archana Soni

Why Every Enterprise Needs Its Own AI Orchestration Framework
By Srikanth Appana

Agentic AIOps in Action: How IT Operations Are Transformed with AI-driven Automation
By Ganesh Sivakumar

Data-Driven or Data-Deluded? The Difference is in the Execution
By Trey Connolly

What’s Next for GenAI?
By Samarth Gupta

Geopolitics of AI: Global Trends Shaping Tech Leadership
By Mansi Mistri

The Myth of the AI Co-Pilot: Delegation, Collaboration, or Something Else?
By Mukundan Sivaraj

Industrial AI Isn’t Easy, But It’s the Future
By Guru Ananthanarayanan

The Hidden Energy Crisis in Every Server Room Might Have New Solutions Now
By Maharaj Mukherjee

Secure by Quantum Design: Protecting Financial Transactions with Quantum Cryptography
By Gurbans Chatwal

Product Thinking in the Age of AI: From Use Case to Widespread Adoption
By Adhar Walia

AI First: Is Your Organization Truly Leading the AI Revolution?
By Aroon Jham

Modernizing Enterprise Applications: Harnessing Cloud Native and AI for the Next Wave of Innovation
By Anil Prasad

Why Generative AI Hasn’t Revolutionized Industry—Yet
By Guru Ananthanarayanan

Agentic AI is the Future, But Are We Ready for It?
By Sayandeb Banerjee

Reframing the Agency Problem in Agentic AI Systems
By Sai Krishnan Mohan

Beyond Wrappers: Unlocking Strategic Value with Generative Agents
By Satheesh Ramachandran

From Coworkers to Code: How Agentic AI Will Redefine White-Collar Work
By Dhivya Nagasubramanian

Legacy Modernization – A balancing game
By Pritam Debnath

Havas Strengthens Its Global Data and Tech Leadership with the Appointment of Two Senior Executives
By Aashi Agarwal

CDO Vision NY 2025: Opportunities and Challenges in Migrating to the AI-First Approach
By Aashi Agarwal

Adam Gooch Takes Charge of Global Data Product Management at Chubb
By Aashi Agarwal

Should CEOs Be Worried About AI Replacing Them?
By Aashi Agarwal

Future-Proofing Data Teams for Strategic Impact in the Age of AI
By EJ Kim

New York State Appoints Its First Chief AI Officer, Shreya Amin, to Lead Statewide AI Strategy
By Aashi Agarwal

When the Algorithm Fires the Boss
By Aashi Agarwal

Beyond LLMs: The Engineering Blueprint for building GenAI-based chat applications
By Swaroop Shivaram

The Real Impact of AI in Shipping Shared Services: A Practitioner’s Perspective
By Vikrant Aglawe

A New Chapter for AI at Verizon with Mano Mannoochahr
By Aashi Agarwal

From Visa to Zopa: Jeremy Penzer Takes Charge of Analytics
By Aashi Agarwal

Preparing Your Product for a World of AI Agents Acting Autonomously
By Devendra Singh Parmar

Quantum Machine Learning: The Next Frontier
By Gurbans Chatwal

Navigating AI Governance in the Generative AI Era
By Anshika Mathews

The Need for Machine Unlearning in Enterprise AI Applications
By Rajan Gupta

AI Agents: The Jarvis Dilemma – Build or Use AI Agent Framework?
By Prashant Ramappa

Scaling GenAI in Your Business Domain
By Aroon Jham

From Black Box to Glass Box: Embedding Explainable AI in Business Operations
By Arjun Srinivasan

DeepSeek vs. ChatGPT: Choosing the Right AI for Your Business
By Junaid Farooq

MT Logan Capital Management Welcomes Sun Siang Liew as Chief Analytics Officer
By Aashi Agarwal

Joe Vellaiparambil Joins Allied World to Strengthen Data and Analytics Strategy
By Aashi Agarwal

A New Era for AI at GM: Welcoming Barak Turovsky as Chief AI Officer
By Aashi Agarwal

The AI Illusion: Why Companies Fail and How Leaders Can Fix It
By Aashi Agarwal

ThoughtSpot Enhances AI Strategy with Cindi Howson's Promotion
By Aashi Agarwal

The Ethical AI Imperative: Building Trust Through Responsible Governance
By Prashant Rao

How AI is Reshaping the Modern Leadership
By Aashi Agarwal

EY Positions Richard Clough to Lead Global Data Strategy
By Aashi Agarwal

Turning Vision into Reality: Mastering the Leap from POC to Production
By Dhivya Nagasubramanian

Council Post: Strategies for Entry-Level Success in the AI Job Market
By Aashi Agarwal

PayPal's Bold Gambit Unites Finance and Operations Under Miller's Leadership
By Aashi Agarwal

WNS Welcomes Danielle Crop to Drive Digital Strategy
By Aashi Agarwal

Mastercard Ushers in a New Era of AI with Seasoned Leader Janet George
By Aashi Agarwal

Lance Braunstein Joins Optiver as Global CTO to Drive Technological Innovation and Growth
By Anshika Mathews

Balaji Dhamodharan’s Journey Is A Testament To Adaptability, AI Leadership, And The Impact Of Mentorship
By Anshika Mathews

Prat Vemana Named Chief Information and Product Officer at Target
By Anshika Mathews

Fernando Schwartz Appointed SVP, Chief AI Officer at Claritev
By Anshika Mathews

Unlocking the Power of Data with AI-Powered MDM
By Junaid Farooq

Developing People Capabilities in the era of Generative AI
By Sai Krishnan Mohan

Reimagining Apps from the Lens of ChatGPT: A New Era of Personalized Intelligence
By Dhivya Nagasubramanian

Avijit Chatterjee's Journey from Geometry Lover to Transforming Cancer Care with AI
By Anshika Mathews

Arjun Srinivasan’s Journey from Tech Expert to AI Leadership
By Anshika Mathews

Of Cranks and Code: Generative AI's Satirical Beginnings in Gulliver's Travels
By Gurbans Chatwal

Revolutionizing Product Development with AI-Based Analytics: A Strategic Imperative
By Devendra Singh Parmar

Is Your AI Strategy Stuck on Prompt Engineering? How Multi-Agent Systems Can Transform Your Business
By Aroon Jham

The Data-First Leadership: Why Data Strategy is Key to Business Success
By Dhivya Nagasubramanian

Breaking the Echo Chamber: Why Diversity is Crucial for AI’s Future
By Giorgio Suighi & Rachel

Agentic AI: The Journey from Automation to Autonomy
By Pritam Debnath

What the Marketing and Advertising Industry Offers Budding Data Scientists and AI Enthusiasts
By Kasi Rajeev Oduri

Extending the Governance Framework to Strengthen AI Strategy and GenAI Solutions
By Junaid Farooq

How to Use Emerging Technologies Strategically for Long-Term Business Benefits
By Erum Manzoor

The balancing act: Data Management and Data Consumption
By Devanathan Rajagopalan

Why Agentic AI Will Dominate the Tech Landscape in 2025: Insights from Personal Experience
By Aroon Jham

Overcoming Data Silos and Integration Barriers in Enterprise AI Implementation
By Devendra Singh Parmar

Uplevel your enterprise marketing systems with AI and Data Science
By Kasi Rajeev Oduri

Unpacking the Power of Data Products: Driving Business Value through Data
By Junaid Farooq

Comparing Major Companies' AI Spending in 2024 and the Challenge of Productionizing AI Solutions
By Erum Manzoor

Trey Connolly’s Journey from Analyst to AI Leader Shaping the Future of Data Analytics
By Anshika Mathews

From Political Science to Data Strategy, Scott Newton’s Journey to the Heart of Analytics
By Anshika Mathews

M&T Bank Appoints Linda Tai as Chief Information Officer
By 余丽丽

MultiPlan Appoints Dr. Curren Katz as Senior Vice President and Chief Data Science Officer
By 余丽丽

BMO Appoints Kristin Milchanowski as Chief Artificial Intelligence and Data Officer
By 余丽丽

Gabriel Garcia Appointed as Americas Chief Information Officer at Brambles
By 余丽丽

Deepak Jose Joins Niagara Bottling as Vice President and Head of Data Science and Business Intelligence
By 余丽丽

How to Navigate the Complexities of Data Governance in the AI Industry: Strategies for Building Robust Frameworks
By Anshika Mathews

Council Post: Robust Data Engineering Practices Can Supercharge AI
By 余丽丽
