Besides this, I don't see why they would need to convert their status. There are almost no restrictions on running a non-profit, beyond not having "owners" or paying dividend.

The restrictions only apply to non-profits that want to be tax-exempt by the IRS. If you aren't considered charitable enough, then you just pay taxes as usual, but nobody is going to force a shut down of the non-profit because of that.