For 200k contacts, I鈥檇 avoid running an expensive model on every row. I鈥檇 first normalize the job titles and build a rule-based persona mapping, then use AI only for the titles the rules can鈥檛 confidently classify. That should cut the credit usage quite a bit while improving consistency.