W2W learns from what you confirm and how each day felt.
Everything stays on this device.
A real forecast for the destination, then the smallest set of pieces that covers it.
Dress right for the day — from the clothes you already own.
W2W watches the hour-by-hour forecast where you are — coordinates are used to fetch weather and stay on this device.
Today defaults to "workday" or "off day" from this — you can always flip it for the day.
This shifts every suggestion by half a layer until W2W has learned from a few evening check-ins of its own.
Photograph something you actually wear — flat on the bed or on a hanger is fine. W2W reads the colours off the photo automatically.
Even one piece is enough to see how it works — add the rest any time from the Wardrobe tab. W2W needs a top, a bottom and shoes before it can suggest a full outfit.