AI-Enabled Terminal Operating Systems Expand Automation's Scope
AI-enabled terminal operating system software is expanding automation's addressable scope well beyond crane and vehicle hardware into yard planning, vessel scheduling, and predictive maintenance optimization, treating software as the primary differentiator rather than a supporting layer. MMA's primary survey found more than 47% of surveyed terminal operations directors have added or are actively adding AI-enabled optimization software to at least one terminal since 2024, a meaningful shift from hardware-first automation strategies. Suppliers including Navis and Cargotec have both expanded dedicated software development teams since 2024 to capture this software-driven demand shift across terminal operators worldwide.
Market Impact: Cited by 53%+ of operations directors








