We report reliability and validity evidence for an AI-powered coding of 371 small-group discussion transcripts. Evidence via comparability and ground truth checks suggested high consistency between AI-produced and human-produced codes. Research in progress is also investigating reliability and validity of a new “quality” indicator to complement the current coding.