It is positive that they remembered you and chose to reach out, but do not convert that into an assumption about the interview outcome.
Your first-round performance still matters. The first-round consulting interview guide is the better place to focus your attention now.
Reply briefly, thank them, and then prepare normally. Warm internal support helps most when it is paired with strong interviews.