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AI Adoption That Sticks: Turning Tools into Team Habits

AI Adoption That Sticks: Turning Tools into Team Habits

22mIntermediate2026-06-26

Authors

Jean Kang

Jean Kang

Viktoria Semaan

Viktoria Semaan

Course details

AI can deliver meaningful results for individuals, but making it a reliable part of an entire team’s work is a different challenge.

In this course,Jean Kang and Viktoria Semaan come together for a candid conversation about what it takes to move beyond scattered experimentation and build lasting AI habits. They explore why adoption efforts stall, how to recognize early signs of success or failure, and why individual wins don’t always scale across a team. They also examine how thoughtful workflows, organizational habits, and practical safeguards support consistent, effective, and responsible AI use.

The course introduces the AI Adoption Framework, which traces AI maturity from Individual to Organizational, Enterprise, and Agentic adoption. Gain a practical understanding of sustainable AI adoption and how to make AI a dependable part of everyday work.

Learning objectives
Identify repeatable problems AI can solve.
Explain the stages of AI adoption.
Distinguish individual AI use from team workflows.
Analyze barriers to scaling AI.
Identify human skills that complement AI in the workplace.

Concepts

Introduction

  • From problem to impact

The AI Adoption Framework - From Individual Wins to Agentic Scale

  • Individual AI - Everyday productivity
  • Organizational AI - Scaling workflows
  • Enterprise and agentic AI - Data to agents
  • AI adoption framework - From tools to autonomous systems

Leading the Shift from Individual Momentum to Team-Wide Adoption

  • Leading with AI agency
  • Human skills for AI success

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