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
Council Posts· Jun 9, 2026

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
Council Posts· Apr 2, 2026

From Dashboards to Decisions to Actions

By Sai Krishnan Mohan

Model-First Product Strategy: How AI Product Management Must Evolve
Council Posts· Feb 11, 2026

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
Council Posts· Feb 4, 2026

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

By Rajan Gupta

The AI Marketplace Playbook
Council Posts· Jan 9, 2026

The AI Marketplace Playbook

By Srikanth Appana

From Content Generation to Work Delegation: Navigating the Agentic AI Era
Council Posts· Jan 1, 2026

From Content Generation to Work Delegation: Navigating the Agentic AI Era

By Sai Krishnan Mohan

A Five-Point Playbook for Enterprise AI Leaders
Council Posts· Dec 25, 2025

A Five-Point Playbook for Enterprise AI Leaders

By Rajan Gupta

Building Robust AI & Data Infrastructure
Council Posts· Dec 1, 2025

Building Robust AI & Data Infrastructure

By Shruti Lohar

The Reason AI Adoption Stalls in Freight
Council Posts· Nov 26, 2025

The Reason AI Adoption Stalls in Freight

By Albert Lie

The GBS Blueprint for Scalable AI: From Pilot to Production
Council Posts· Nov 21, 2025

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
Council Posts· Nov 14, 2025

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
Council Posts· Nov 11, 2025

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
Council Posts· Nov 10, 2025

AI Insights in 2025 shows scale is the strategy

By Aravind Peddiboyina

Addressing the Limitations of Centralized Artificial Intelligence through Edge AI
Council Posts· Nov 6, 2025

Addressing the Limitations of Centralized Artificial Intelligence through Edge AI

By Maharaj Mukherjee

Ethical Intelligence: Building Trustworthy AI in Healthcare
Council Posts· Oct 30, 2025

Ethical Intelligence: Building Trustworthy AI in Healthcare

By Jason Cooper

Enterprise AI Powered Digital Transformation
Council Posts· Oct 29, 2025

Enterprise AI Powered Digital Transformation

By Shruti Lohar

Scaling and ROI of Generative AI/ Digital initiatives for Smart Factory
Council Posts· Oct 28, 2025

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?
Council Posts· Oct 17, 2025

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
Council Posts· Oct 16, 2025

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
Council Posts· Oct 14, 2025

The Evolving Generations of GCCs and the Leaders Behind Them

By Tushar Gawande

Agentic AI in Financial Services – Enhancing Customer Experience
Council Posts· Oct 10, 2025

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
Council Posts· Oct 10, 2025

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
Council Posts· Oct 9, 2025

The Future of LLMs and AGI

By Biswajit Biswas

The Role of Large Language Models in Data Privacy
Council Posts· Sep 26, 2025

The Role of Large Language Models in Data Privacy

By Saurabh Pramanick

Behind the Shelves: How AI Powers the Modern Retail Supply Chain
Council Posts· Sep 24, 2025

Behind the Shelves: How AI Powers the Modern Retail Supply Chain

By Archana Soni

Why Every Enterprise Needs Its Own AI Orchestration Framework
Council Posts· Sep 24, 2025

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
Council Posts· Sep 22, 2025

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
Council Posts· Sep 10, 2025

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

By Trey Connolly

What’s Next for GenAI?
Council Posts· Sep 5, 2025

What’s Next for GenAI?

By Samarth Gupta

Geopolitics of AI: Global Trends Shaping Tech Leadership
Council Posts· Aug 13, 2025

Geopolitics of AI: Global Trends Shaping Tech Leadership

By Mansi Mistri

The Myth of the AI Co-Pilot: Delegation, Collaboration, or Something Else?
Council Posts· Aug 1, 2025

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
Council Posts· Jul 29, 2025

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
Council Posts· Jun 12, 2025

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
Council Posts· Jun 12, 2025

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
Council Posts· May 26, 2025

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?
Council Posts· May 21, 2025

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
Council Posts· May 20, 2025

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
Council Posts· May 19, 2025

Why Generative AI Hasn’t Revolutionized Industry—Yet

By Guru Ananthanarayanan

Agentic AI is the Future, But Are We Ready for It?
Council Posts· May 19, 2025

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

By Sayandeb Banerjee

Reframing the Agency Problem in Agentic AI Systems
Council Posts· May 9, 2025

Reframing the Agency Problem in Agentic AI Systems

By Sai Krishnan Mohan

Beyond Wrappers: Unlocking Strategic Value with Generative Agents
Council Posts· May 6, 2025

Beyond Wrappers: Unlocking Strategic Value with Generative Agents

By Satheesh Ramachandran

From Coworkers to Code: How Agentic AI Will Redefine White-Collar Work
Council Posts· Apr 29, 2025

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

By Dhivya Nagasubramanian

Legacy Modernization – A balancing game
Council Posts· Apr 29, 2025

Legacy Modernization – A balancing game

By Pritam Debnath

Havas Strengthens Its Global Data and Tech Leadership with the Appointment of Two Senior Executives
Leadership Moves· Apr 16, 2025

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
Council Posts· Apr 16, 2025

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
Leadership Moves· Apr 14, 2025

Adam Gooch Takes Charge of Global Data Product Management at Chubb

By Aashi Agarwal

Should CEOs Be Worried About AI Replacing Them?
Leadership Post· Apr 11, 2025

Should CEOs Be Worried About AI Replacing Them?

By Aashi Agarwal

Future-Proofing Data Teams for Strategic Impact in the Age of AI
Council Posts· Apr 11, 2025

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
Leadership Moves· Apr 10, 2025

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
Leadership Post· Apr 10, 2025

When the Algorithm Fires the Boss

By Aashi Agarwal

Beyond LLMs: The Engineering Blueprint for building GenAI-based chat applications
Council Posts· Apr 8, 2025

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
Council Posts· Apr 7, 2025

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
Leadership Moves· Apr 3, 2025

A New Chapter for AI at Verizon with Mano Mannoochahr

By Aashi Agarwal

From Visa to Zopa: Jeremy Penzer Takes Charge of Analytics
Leadership Moves· Apr 3, 2025

From Visa to Zopa: Jeremy Penzer Takes Charge of Analytics

By Aashi Agarwal

Preparing Your Product for a World of AI Agents Acting Autonomously
Council Posts· Mar 31, 2025

Preparing Your Product for a World of AI Agents Acting Autonomously

By Devendra Singh Parmar

Quantum Machine Learning: The Next Frontier
Council Posts· Mar 29, 2025

Quantum Machine Learning: The Next Frontier

By Gurbans Chatwal

Navigating AI Governance in the Generative AI Era
Council Posts· Mar 28, 2025

Navigating AI Governance in the Generative AI Era

By Anshika Mathews

The Need for Machine Unlearning in Enterprise AI Applications
Council Posts· Mar 28, 2025

The Need for Machine Unlearning in Enterprise AI Applications

By Rajan Gupta

AI Agents: The Jarvis Dilemma – Build or Use AI Agent Framework?
Council Posts· Mar 28, 2025

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

By Prashant Ramappa

Scaling GenAI in Your Business Domain
Council Posts· Mar 28, 2025

Scaling GenAI in Your Business Domain

By Aroon Jham

From Black Box to Glass Box: Embedding Explainable AI in Business Operations
Council Posts· Mar 28, 2025

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
Council Posts· Mar 26, 2025

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
Council Posts· Mar 24, 2025

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
Leadership Moves· Mar 20, 2025

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
Leadership Moves· Mar 12, 2025

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
Leadership Post· Mar 11, 2025

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

By Aashi Agarwal

ThoughtSpot Enhances AI Strategy with Cindi Howson's Promotion
Leadership Moves· Mar 10, 2025

ThoughtSpot Enhances AI Strategy with Cindi Howson's Promotion

By Aashi Agarwal

The Ethical AI Imperative: Building Trust Through Responsible Governance
Council Posts· Mar 10, 2025

The Ethical AI Imperative: Building Trust Through Responsible Governance

By Prashant Rao

How AI is Reshaping the Modern Leadership
Leadership Post· Mar 7, 2025

How AI is Reshaping the Modern Leadership

By Aashi Agarwal

EY Positions Richard Clough to Lead Global Data Strategy
Leadership Moves· Mar 6, 2025

EY Positions Richard Clough to Lead Global Data Strategy

By Aashi Agarwal

Turning Vision into Reality: Mastering the Leap from POC to Production
Council Posts· Mar 6, 2025

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
Council Posts· Mar 5, 2025

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
Leadership Moves· Mar 4, 2025

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

By Aashi Agarwal

WNS Welcomes Danielle Crop to Drive Digital Strategy
Leadership Moves· Mar 3, 2025

WNS Welcomes Danielle Crop to Drive Digital Strategy

By Aashi Agarwal

Mastercard Ushers in a New Era of AI with Seasoned Leader Janet George
Leadership Moves· Mar 3, 2025

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
Leadership Moves· Feb 26, 2025

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
Leadership Moves· Feb 24, 2025

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
Leadership Moves· Feb 20, 2025

Prat Vemana Named Chief Information and Product Officer at Target

By Anshika Mathews

Fernando Schwartz Appointed SVP, Chief AI Officer at Claritev
Leadership Moves· Feb 18, 2025

Fernando Schwartz Appointed SVP, Chief AI Officer at Claritev

By Anshika Mathews

Unlocking the Power of Data with AI-Powered MDM
Council Posts· Feb 17, 2025

Unlocking the Power of Data with AI-Powered MDM

By Junaid Farooq

Developing People Capabilities in the era of Generative AI
Council Posts· Feb 13, 2025

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
Council Posts· Feb 11, 2025

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
Leadership Moves· Jan 23, 2025

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
Council Posts· Jan 23, 2025

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
Council Posts· Jan 20, 2025

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
Council Posts· Jan 20, 2025

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
Council Posts· Jan 16, 2025

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
Council Posts· Jan 16, 2025

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
Council Posts· Jan 8, 2025

Breaking the Echo Chamber: Why Diversity is Crucial for AI’s Future

By Giorgio Suighi & Rachel

Agentic AI: The Journey from Automation to Autonomy
Council Posts· Jan 8, 2025

Agentic AI: The Journey from Automation to Autonomy

By Pritam Debnath

What the Marketing and Advertising Industry Offers Budding Data Scientists and AI Enthusiasts
Council Posts· Dec 28, 2024

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
Council Posts· Dec 17, 2024

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
Council Posts· Dec 17, 2024

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

By Erum Manzoor

The balancing act: Data Management and Data Consumption
Council Posts· Dec 12, 2024

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
Council Posts· Dec 10, 2024

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
Council Posts· Dec 4, 2024

Overcoming Data Silos and Integration Barriers in Enterprise AI Implementation

By Devendra Singh Parmar

Uplevel your enterprise marketing systems with AI and Data Science
Council Posts· Nov 29, 2024

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
Council Posts· Nov 15, 2024

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
Council Posts· Nov 6, 2024

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
Leadership Moves· Oct 30, 2024

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
Leadership Moves· Oct 23, 2024

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
Leadership Moves· Oct 17, 2024

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
Leadership Moves· Oct 17, 2024

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
Leadership Moves· Oct 17, 2024

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
Leadership Moves· Oct 17, 2024

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
Leadership Moves· Oct 11, 2024

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
Council Posts· Oct 7, 2024

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
Council Posts· Oct 4, 2024

Council Post: Robust Data Engineering Practices Can Supercharge AI

By 余丽丽