What’s the difference between 1st and 2nd round interviews?

Both interview rounds will have fit interview and case interview components. The 1st rounds will likely be less challenging, with less senior consultants. The 2nd rounds will be much tougher, and you'll interview with senior consultants whom you'll be working with should you get the offer.