Walk through the jour­ney of IBM enabling intel­li­gent enter­pris­es for a big phar­ma client, deploy­ing end-to-end data sci­ence archi­tec­ture with SAP HANA and open-source tools along with DevOps inte­gra­tion. Oth­er tools used includ­ed Python, Jupyter­Lab, Bit­buck­et, and Jenk­ins, which all aid­ed in scal­ing and deploy­ing oper­a­tional AI solu­tions to uti­lize machine learn­ing. The last piece to the intel­li­gent enter­prise puz­zle was the enable­ment of agile frame­work to incu­bate and deploy use cas­es to enable intel­li­gent work­flows in finance and sup­ply chain.