When I talk to product teams that collect feedback at scale, the one thing they all say is, “Getting responses isn’t the problem—we’re drowning in them.” The challenging part is making sense of thousands of open-ended comments in a way that actually drives meaningful improvements for the product. In this case, AI sentiment analysis gives...

Your NPS score looks fine. Your CSAT is acceptable. But customers are quietly churning, and you are not sure why. That gap, between what your metrics say and what your customers actually feel, is exactly where customer sentiment analysis lives. It reads the words behind the numbers and tells you whether “it’s fine” means satisfied...