What impact will the merge to proof-of-stake have on tps and gas cost?

I think I heard that it will not have an impact on its own.

It will be the shards and rollups that give us the real improvements.

Thoughts?

Edit: to clarify I’m talking about JUST the merge. Ignoring shards and rollups which come later.