Taiwanese industrial computer maker Advantech is pushing edge AI into ports, warehouses and delivery fleets — good news for the company's growth story and for logistics firms struggling with labor costs.

• Advantech is moving AI out of trials and into daily operations at ports, warehouses, transport and retail.
• Rising labor costs and fast-changing demand are pushing logistics firms to automate.
• At ports, tracking gear and self-driving vehicles with LiDAR sensors handle container movement.
• In warehouses, camera AI checks whether workers are wearing helmets and vests, and helps run picking and stock control.
• A training platform lets customers upload their own images and build custom AI models without deep tech skills.

Outlook: Advantech plans to widen the same edge AI stack into smart retail, including self-service kiosks, voice ordering and ID checks.