No, you should have forward deployed engineers sitting and working right beside these traditional non SW roles if you need to fully integrate AI into their mix.

Right, unfortunately a lot of orgs are quickly letting loose some combination of non-tech self-serve AI coding and tech org staffing reductions rather than ADDING forward deployed engineers.