I had a similar issue. My but kept sliding forward in the flat bottom seat. I ended up getting some high density foam from the hardware store and used adhesive backed velcro strips to attach it to the forward upward slope of the seat. This kept my rump planted and the velcro made it easy to remove for cleaning or seat adjustments.
What Dom suggested sound like it would work too. Maybe just not as easy to remove.