I can do a nice task with AI but can't easily schedule it.

Enterprise controls make what could be a simple cron job into a nearly impossible scheduled task.

So AI has to be one shot for me where I use it.

So productivity is dramatically lower if I have to manually track and execute tasks as some kind of human scheduler system.

Claude has a scheduler; have you tried it?