Even if a candidate fails the prescreening round, it will still count as a response, but note that the credits won't be deducted since they did not complete the interview.
You can check not qualified Candidates in the Interview section.
Rest Assured, you won't be charged if the candidate fails the pre-screening or the Qualifying question round.