Artificial Intelligence

Leading through disruption: balancing intelligent system innovation and risk

Transportation and technology concept. ITS (Intelligent System of Transport). Mobility as a service.

Intelligent systems are redefining industrial ecosystems. Image: Getty Images

Christophe Nicolas
Senior Vice-President Kudelski Labs; Group Chief Information Officer, Kudelski Group
David Chetrit
Chief Executive Officer, Kudelski Security, Kudelski Group
This article is part of: World Economic Forum Annual Meeting
  • Intelligent systems are redefining industrial ecosystems, but they also introduce unprecedented risks.
  • For leaders, the challenge is how to capture the upside of innovation while mitigating systemic risk.
  • The Forum’s Annual Meeting will convene leaders under the theme "A Spirit of Dialogue" to address these challenges.

As frontier technologies, from quantum computing to next-generation semiconductors, move from lab to market, and as industries see rapid adoption of AI-driven automation and autonomous robotics, efficiency and growth are the focus.

This blog considers new and unprecedented risks to business continuity, regulatory risk and supply chain resilience. It examines how edge intelligence is transforming traditional Operational Technology (OT) environments to create smarter, more adaptive solutions, and shares insights into how organizations can future-proof industrial strategies, maintain resilience across global value chains, and ensure innovation continues to drive sustained and secure growth.

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A new leadership imperative

The next wave of industrial transformation is here. Artificial intelligence, autonomous robotics and frontier technologies such as quantum computing are reshaping how businesses operate, compete and grow. For C-level leaders, these innovations promise efficiency, agility and new revenue streams. But they also introduce unprecedented risks: operational downtime, cascading cyber incidents and regulatory exposure that can derail even the most ambitious strategies.

In today’s highly disconnected world, where cooperation and competition coexist, the question is not whether to adopt these technologies, it’s how to do so responsibly without compromising continuity or trust.

Opportunities and risks

Intelligent systems are redefining industrial ecosystems. AI-driven automation can optimize production lines, reduce costs and accelerate time-to-market. Autonomous robotics can transform logistics and supply chains, creating new efficiencies across global networks.

Yet these same technologies create new vulnerabilities:

  • Operational disruption: A single failure in an AI-driven process can halt production across multiple sites.
  • Cybersecurity exposure: OT environments are now prime targets. Manufacturing became the most attacked industry in 2024–2025, with ransomware and supply chain exploitation surging.
  • Regulatory and ethical risks: Misaligned governance can lead to supply chain sovereignty disruption, compliance breaches and reputational damage.

For leaders, the challenge is: how to capture the upside of innovation while mitigating systemic risk.

Executive takeaways for responsible adoption

1. Risk vs reward framework

Emerging technologies can accelerate growth, but they also introduce complexity and interdependence that amplifies risk. This requires executive-level trade-offs: which frontier technologies adoption can drastically transform revenue growth and market share?

  • Which frontier technologies adoption drastically transform revenue growth and market share?
  • How do new dependencies affect resilience and recovery planning?
  • Which risks are acceptable and which require immediate mitigation?

The need for organizations to embed governance and compliance early was recently highlighted in the Kudelski Security AI Security Services launch, noting that “AI introduces a new and complex attack surface that malicious actors can exploit.”

2. Resilience beyond IT

Cybersecurity is no longer confined to IT. OT and industrial supply chains are now critical risk domains. A breach in OT can cascade into physical damage, safety incidents and prolonged downtime.

As organizations advance their digital transformation efforts, they increasingly require OT sensors that can be integrated with IT signals within modern Managed Detection and Response (MDR) platforms. Kudelski Security has incorporated this requirement into its MDR capabilities by combining OT telemetry with traditional IT data to improve the detection of lateral movement in mixed IT/OT environments. This type of combined visibility is becoming more common among manufacturers seeking to better address cyber-physical risks.

3. Governance for trust at scale

AI and autonomous systems operating at the network edge introduce new dimensions of accountability. Decisions once made by humans are now delegated to algorithms, raising questions about accuracy, transparency, ethics and liability.

In a recent research initiative, Kudelski Labs worked with industry stakeholders to examine how secure-by-design principles can be applied to emerging technologies. The effort focused on identifying security requirements for areas such as autonomous robotics and quantum-resistant protection for industrial IoT systems. By jointly analyzing risks and defining practical design guidelines, the collaboration provides a structured approach for organizations seeking to incorporate stronger security controls early in the development of these frontier technologies.

Why this matters now

Edge AI adoption is gaining momentum as factories worldwide shift computing closer to machines for faster, real-time decision-making. Analysts predict enterprise edge deployments will jump from 20% in 2024 to 50% by 2029. But as humanoid robots gain prominence in logistics and manufacturing, sensor contamination, software glitches, and cyber exploits remain real threats.

Organizations that fail to prepare risk falling behind or worse, suffering catastrophic disruptions that erode stakeholder confidence. Conversely, those that integrate resilience and governance into their innovation strategies will lead in a world where trust is the ultimate competitive advantage.

Discover

How the Forum helps leaders understand cyber risk and strengthen digital resilience

The World Economic Forum's Annual Meeting 2026 will convene leaders under the theme "A Spirit of Dialogue" to address these challenges. For executives, this is more than a technology conversation; it’s a strategic dialogue about how to cooperate in a contested world, unlock new sources of growth and deploy innovation responsibly at scale.

Take action now

Start by asking three questions in your next board meeting:

1. Do we have a clear risk vs reward framework for technology adoption?

2. Are our resilience plans extending beyond IT into OT and supply chain ecosystems?

3. What governance models are in place to ensure trust in AI and autonomous systems?

The answers will determine whether innovation becomes a catalyst for growth or a source of vulnerability that requires adequate planning and defence strategies to be in place.

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The views expressed in this article are those of the author alone and not the World Economic Forum.

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