AI in the Backseat

Artificial intelligence is advancing at a velocity that challenges not only how organizations adopt technology, but how they preserve scientific rigor, decision ownership, and human judgment. CLAIR was established in response to this widening gap, not as a technology showcase, but as a cross-industry forum examining how AI reshapes research-intensive work through four interconnected perspectives: AI and the Scientific & Engineering Method; Leadership, Governance, and Accountability; Critical Thinking in Algorithmic Environments; and Organizational and Cultural Transformation in R&D.

Drawing on insights from the 2023–2024 research project on AI in life sciences and healthcare, this keynote presents a pragmatic view of both measurable gains and less visible risks emerging from rapid AI implementation. While efficiency, pattern recognition, and analytical scale have improved, subtle erosion of methodological discipline, accountability clarity, and reflective practice has also been observed. Although grounded in life sciences, these dynamics proved recognizable across research-intensive sectors more broadly.

A central metaphor frames the discussion: if accountability matters, AI must remain in the backseat. It may navigate maps, detect patterns, and suggest routes, but it must not hold the steering wheel. Fluency is not understanding. Coherence is not judgment. Acceleration is not responsibility. When AI begins to resemble reasoning, leaders must resist the temptation to transfer ownership of decisions to systems that simulate thought but do not bear consequences.

CLAIR is therefore not only a forum for reflection, but a platform where academics and practitioners jointly articulate a Research Agenda for the questions that are visible in rapid AI adoption yet insufficiently examined. The keynote sets the intellectual and ethical tone for the conference by inviting participants to explore how speed, science, and stewardship can coexist,  and how deliberate leadership can transform acceleration into sustainable progress.