I think we don't really have a feel for how staggeringly unlikely multicellular life actually was in the first place. It seems, for example, that mitochondria, which are the part of our cells that provide us with all our energy, was originally an organism in its own right. It then somehow formed a symbiotic relationship with a predator. The symbiosis eventually became a single cell . All animal multicellular life is then based on that symbiosis. Without it, nothing would function. And that's just one of the many extraordinary developments that needed to happen in order for multicellular life to get off the drawing board. It's not just a matter of it taking billions of years to happen, it's also really unlikely even if you have billions of years. We just got lucky.
Not to say that it couldn't also happen somewhere else, but I'm not holding my breath. Single-celled organisms, yes, almost certainly. Complex intelligent life is a lot more unlikely. Total guesswork though, clearly.