Cheaper cognition drives more AI hardware, faster upgrade cycles and more deployment complexity, and Celestica sells the
qualified physical execution needed to ship that buildout. Low software commoditization exposure and solid switching friction help, but buyer concentration and product-margin economics keep it below true tollbooth status.