Ok, so what animal could be larger than a blue whale?
100 feet long and 173 tons.
It is just possible, tho very unlikely that some long necked and long tailed pliosaur may exceed that length.
(shark)Megalodon got over 50’ log, maybe 60’ even, and maybe 60 tons. Whale sized, sure, but not bigger. And we have many, many shark teeth, so it’s unlikely there is some extinct shark a lot bigger.
But other than that, I dont think any vertebrate could get bigger.
Now, sure, colonial animals could have been large. It is not impossible that some early sponge like colonial creature might have covered acres. Maybe even a whole sea bottom. But then, what defines a single animal there? So, let’s skip those.
At the top of the invertebrate pile is the the colossal squid (Mesonychoteuthis hamiltoni), maybe 50 feet long, but not even a ton. Not impossible for some extinct squid to get over 100’ long including tentacles (little fossil record of those without shells, altho they might have been big) . But weight- not even close.
Jellies? Well, the largest known has a bell about a meter across with 10 meter/40feet long “arms”. There’s no reason at all one of these in the long past couldnt have "tentacles’ more that 100’ long. But again, weight would be smallish in comparison with a whale.
So, pretty much the Blue Whale is the winner.