With change management they can be informed of platform / infra and be autonomous to upgrade their app. They usually are in the loop if they have ownership, or will be after it happens a few times.
Also I believe the value is in the output, not the app itself. ROI of a 1 hour AI slop should™ be attained before it rots and they can just spun up a new one.
I might be hopeful and a bit selfish here, I expect my colleagues to own their toolbox.