Is that not a sunk cost fallacy?
The sunk cost fallacy would be "we've already invested so much into AI, we have to keep investing into AI to make it worthwhile!" As long as we're not pouring more resources into AI there isn't an issue. An AI model that is already trained won't be untrained because we stop using it, after all.
It's like freeganism.