This will vary by state but most states use paper ballots which are counted by voting machine, but the ballots themselves are kept as a backup. This is how recounts happen in very close elections, but also notable that recounts are mostly a roll of the dice to see if enough human errors stack up in the right direction to change the outcome in favor of the otherwise losing candidate
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