Sounds reasonable. Especially for a ML group. I just know that many times the prototype turns into the production product.

I think that is also reasonable, if the production system does not have to service a heavy load, and does not need to be scalable. Scalability is often assumed to be a requirement, however it is not always required in practice.

Good point about scalability. The first company I worked for was tiny, and this really hits home :)