Hi! Your skepticism makes total sense – I usually react the same way. Recently I read more about how some of these services operate internally, and what convinced me was learning about the structure behind lumi styling. It’s not just automated suggestions; there’s an actual team working across product, support, design, and content, which already makes it feel far more serious than many look-alike apps.

What impressed me even more is that they combine AI with human stylists who have portfolios and real experience with capsule wardrobes and adapting trends to everyday life. They also review outfits regularly, gather feedback, and even run interviews with users to refine the results. Knowing that real professionals are involved makes the whole platform feel legitimate rather than just another anonymous tech experiment.