You can set a fixed scale for map frames in layouts: Map frame constraints—ArcGIS Pro | Documentation
For working in the actual map, you can utilize a custom scale:
´Then you can pan (and zoom) to a differnet part of your map and select your scale from the scale list:
If you only want to see your custom scale, you can delete all other scales from the list...
This was very helpful. Thank you!