WordPress Permalinks

Hi there,
We are revamping one of my business partner's older sites with about 100 published posts. The permalinks are set to date and post title making them really long. Is it okay to change the permalinks to just post title? Will this break the site? Can you recommend the best way to do this?
Many thanks,
Tina