Pragmatic by design: Engineering AI for the real world

Product engineering organizations are increasingly investing in AI, but in a measured, pragmatic way due to the tangible consequences of errors in physical systems. Predictive analytics and AI-powered simulation are top near-term priorities, with 90% of leaders planning investment increases over 1-2 years. The focus remains on optimization with layered trust systems, verification, and human accountability rather than broad transformative deployments.