how do you ensure that new company isn't the same or just slightly better than older company. Everyone seems to promise rainbows and ponies in the interview.
You don't really, that is why I consider the pay bump what I call 'grass is not greener' insurance. I'd rather get paid more for the same thing wouldn't you? And I can't imagine it much worse really. But you won't know without trying.