This guide serves as a comprehensive resource for career services leaders in selecting AI career technology platforms. It is structured into three main parts: the market in numbers, the vendor landscape, and the evaluation framework. The first part presents ten data points from NACE 2026 research, highlighting trends such as the projected 5.6% hiring increase for the Class of 2026 and the importance of AI skills in entry-level jobs. The second part profiles eight AI career tech vendors, detailing their strengths and limitations, and providing essential questions for evaluation. The final part outlines a five-dimension scoring rubric to facilitate side-by-side vendor comparisons. The guide aims to equip career services teams with the necessary information to make informed decisions amidst evolving market dynamics and technological advancements.