I actually think in order to do it right you need to have a sizable team (n > 7) of data scientists in order to keep them honest, productive, and developing their skills. They will need to pair up with a team of software devs/ML/data wranglers to help them push the edge on what they are doing. Depending on the company that could be the complete engineering team, or it could be a disjoint set.