Some clients prefer to assume independent ownership and control of Allium-derived models and tools within their own data environments. Others recognize the efficiencies and performance benefits that come from Allium’s continued hosting and management of the models. In the latter case, Allium delivers regular predictions and predictive model improvements through client integrations, and provides continued support as an adjunct data science team.