Insights | Scott Likens — AI, Quantum, Responsible Technology
Insights

Articles & Insights

Perspectives on AI strategy, responsible AI, quantum computing, and enterprise technology leadership — written for executives and business leaders navigating rapid technological change.

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AI Strategy 7 min readMarch 15, 2026

What Enterprise Leaders Need to Know About AI Strategy

Most organizations have run AI pilots. Far fewer have built AI programs that scale. The gap between the two is strategy — not technology. Here is what enterprise leaders need to understand.

Key Takeaways
  • AI strategy is a business strategy decision, not a technology decision
  • The pilot-to-production gap is an organizational problem, not a technical one
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Responsible AI 6 min readMarch 1, 2026

Responsible AI vs AI Governance: What's the Difference and Why It Matters

Responsible AI and AI governance are often used interchangeably — but they are not the same thing. Understanding the difference is essential for building AI programs that are both ethical and scalable.

Key Takeaways
  • Responsible AI is the set of principles and practices for building AI ethically
  • AI governance is the organizational infrastructure that makes those principles operational
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AI Strategy 8 min readFebruary 15, 2026

How to Move From AI Pilot to Production

Most enterprise AI projects succeed as pilots and fail as programs. Here is a practical framework for closing the gap between proof-of-concept and production-grade AI.

Key Takeaways
  • The pilot-to-production gap is an organizational problem, not a technical one
  • Production AI requires infrastructure that pilots do not: ownership, change management, monitoring, and governance
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Quantum Computing 7 min readFebruary 1, 2026

Quantum Computing for Business Leaders: What You Need to Know Now

Quantum computing is not science fiction — but it is also not here yet. Here is what business leaders need to understand about quantum computing, when it will matter, and how to prepare.

Key Takeaways
  • Quantum computing will matter enormously — but not all at once, and not for all use cases
  • The most immediate risk is cryptographic: quantum computers will eventually break current encryption standards
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