In this CDO Magazine interview, Muralidhar Vemulapalli, Chief Enterprise Architect and Acting Chief Technology Officer at Arkansas Blue Cross Blue Shield, tells Chris Gengo, Chief Innovation Officer at HiLabs, why ungoverned AI cannot be deployed at enterprise scale. Vemulapalli lays out the governance model, from AI inventory to human-in-the-loop review, that turns fast models into trustworthy infrastructure. The conversation also covers why provider data is becoming a competitive differentiator instead of a compliance checkbox.