CL Educate — a publicly listed education company with three decades in test prep and a network of 2M+ students — wanted to turn its reach into a hiring outcome. The brief: one platform that serves three very different users. Candidates needed a way to prove their strengths beyond a resume, corporates needed pre-assessed talent they could trust, and university placement cells needed to escape the seasonal scramble. We designed and engineered TalEvate end to end: role-based portals for candidates, institutes and corporate admins/employees, an assessment engine covering aptitude, personality (Big-5), values (ROOHI), 4C and domain tests, structured AI-run interviews, and the composite TalEvate Score that ties every result into one comparable signal.