Jason Potteiger

Four out of five satisfaction dimensions align closely with customer self-reports, but product satisfaction falls short, revealing a hidden gap in perceived versus actual satisfaction.

LLM-based analysis reveals that nearly half of customer interactions show a disconnect between sentiment and actual satisfaction, exposing critical unresolved issues that sentiment analysis misses.