A study of 70,450 support conversations found that sentiment analysis poorly captures customer satisfaction, with GPT-5.4-based satisfaction estimates correlating 0.47 with ratings versus sentiment's 0.36. The model also revealed 44% of conversations where tone and satisfaction diverge, exposing 'tolerated friction'—satisfied customers still reporting fixable issues—unseen by sentiment analysis.