LLMs excel at empathy not through understanding, but by reliably deploying a template of proven tactics—which people prefer but may limit authentic emotional connection.
LLMs generate empathic responses that people rate highly, but analysis reveals they follow a rigid template. Researchers identified 10 empathic language tactics and found that 83-90% of AI responses match a predictable sequence, while human responses are more varied. This suggests AI empathy succeeds through formulaic patterns rather than genuine understanding.