An evaluation of Moodie.AI shows a 20.1% score increase in CUHK student mock interviews. The platform excels in multi-modal analysis of non-verbal cues and vocal dynamics. User satisfaction and engagement are primarily guided by overall system experience and perceived practical value. Moving forward, Moodie.AI is expanding role-specific feedback and establishing industry-recognized communication certification standards.