Services at this stage often involve much more complex interactions than the usual app or self-service portal can handle. “When we get into these more complex service needs, there’s a real bias toward human interaction,” says Neufeld. Good customer experience is critical for the bottom line. This includes the writing of surveys and collection of data for surveys. AI tools that may have been used were limited to secondary production processes that passed thorough human review.