Open coding, a key step in qualitative research, can be challenging with large discourse datasets.ML/GAI approaches for open coding have strengths and weaknesses, and can complement human coders.Line-by-line AI approaches are effective in identifying content-based codes.Human coders excel in interpreting conversational dynamics.