Found a solution.
Strangely, the auto-save folder did save my project but only the last one was a save from a very old version. I think AE got mixed up when it crashed but by opening an old auto-save, I was able to get back most of my work!
Tips for later, check more than just the last auto-save even if it doesn’t make sense 🙂